2.0.15

profile influences configuration
histogram implemented
2026-05-15 11:54:36 +02:00 · 2026-04-08 13:10:34 +02:00 · 2026-04-07 14:52:20 +02:00 · 2026-04-07 10:10:58 +02:00 · 2026-04-01 14:05:37 +02:00 · 2026-04-01 09:34:02 +02:00
174 changed files with 9734 additions and 126 deletions
--- a/.claude/settings.local.json
+++ b/.claude/settings.local.json
@@ -3,7 +3,9 @@
    "allow": [
      "Bash(find:*)",
      "Bash(ls:*)",
-      "Bash(dotnet sln:*)"
+      "Bash(dotnet sln:*)",
+      "Bash(dotnet build:*)",
+      "Bash(python3)"
    ]
  }
 }
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -68,6 +68,11 @@ Plugins implement `IPlugin` with two registration points:

 Modules implement `IVisionBuilderModule.InitializeModule()` for deferred initialization.

+For detailed plugin architecture documentation and step-by-step implementation guide, see [`docs/PLUGIN_SYSTEM.md`](docs/PLUGIN_SYSTEM.md).
+
+### Recognition Control
+`IRecognitionControl` manages the per-camera image processing lifecycle (start/stop/pause, image loop, events). `BaseRecognitionControl` provides the threading, loop, and event infrastructure — subclasses implement `Initialize`, `WarmUp`, `ProcessImage`, and `GetRecipesData`. Each camera gets its own singleton instance via the child kernel. For full implementation guide, settings reference, and existing implementations, see [`docs/RECOGNITION_CONTROL.md`](docs/RECOGNITION_CONTROL.md).
+
 ### DI Container
 Ninject `StandardKernel` is the root container. Child kernels (`Ninject.Extensions.ChildKernel`) scope per-camera services. All service resolution flows through the kernel — avoid `new` for services.

@@ -87,7 +92,7 @@ Ninject `StandardKernel` is the root container. Child kernels (`Ninject.Extensio

 ## Conventions

- Target platform is **x64** Windows.
+- Target platform is **x64** Windows, but new code should be cross-platform — use Avalonia for UI, avoid WinForms-only or Windows-specific APIs.
 - Culture is forced to `en-US` at startup.
 - Nullable reference types are enabled across most projects.
 - Operation attributes: `[Category("name")]` for UI grouping, `[NotForTool]` to exclude properties from serialization, `[IgnoreOperation]` to hide from discovery.
--- a/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher.csproj
+++ b/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher.csproj
@@ -0,0 +1,29 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <OutputType>WinExe</OutputType>
+    <TargetFramework>net8.0-windows</TargetFramework>
+    <UseWindowsForms>true</UseWindowsForms>
+    <ImplicitUsings>enable</ImplicitUsings>
+    <Nullable>enable</Nullable>
+    <RootNamespace>Hawkeye.VisionBuilder.UI.RecipeYoloPatcher</RootNamespace>
+  </PropertyGroup>
+
+  <ItemGroup>
+    <PackageReference Include="OpenCvSharp4.runtime.win" Version="4.6.0.20220608" />
+  </ItemGroup>
+
+  <ItemGroup Condition="'$(Configuration)'=='CPU'">
+    <PackageReference Include="YoloV8" Version="4.1.5" />
+    <PackageReference Include="Microsoft.ML.OnnxRuntime" Version="1.18.0" />
+  </ItemGroup>
+  <ItemGroup Condition="'$(Configuration)'!='CPU'">
+    <PackageReference Include="YoloV8.Gpu" Version="4.1.7" />
+    <PackageReference Include="Microsoft.ML.OnnxRuntime.Gpu" Version="1.18.0" />
+  </ItemGroup>
+
+  <ItemGroup>
+    <ProjectReference Include="..\Hawkeye.VisionBuilder.Workflow\Hawkeye.VisionBuilder.Workflow.csproj" />
+  </ItemGroup>
+
+</Project>
--- a/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/MainForm.Designer.cs
+++ b/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/MainForm.Designer.cs
@@ -0,0 +1,399 @@
+#nullable disable
+
+namespace Hawkeye.VisionBuilder.UI.RecipeYoloPatcher
+{
+    partial class MainForm
+    {
+        /// <summary>
+        ///  Required designer variable.
+        /// </summary>
+        private System.ComponentModel.IContainer components = null;
+
+        /// <summary>
+        ///  Clean up any resources being used.
+        /// </summary>
+        /// <param name="disposing">true if managed resources should be disposed; otherwise, false.</param>
+        protected override void Dispose(bool disposing)
+        {
+            if (disposing && (components != null))
+            {
+                components.Dispose();
+            }
+            base.Dispose(disposing);
+        }
+
+        #region Windows Form Designer generated code
+
+        /// <summary>
+        ///  Required method for Designer support - do not modify
+        ///  the contents of this method with the code editor.
+        /// </summary>
+        private void InitializeComponent()
+        {
+            this.lblModel = new System.Windows.Forms.Label();
+            this.txtModelPath = new System.Windows.Forms.TextBox();
+            this.btnBrowseModel = new System.Windows.Forms.Button();
+            this.btnLoadClasses = new System.Windows.Forms.Button();
+            this.lblClasses = new System.Windows.Forms.Label();
+            this.lstClasses = new System.Windows.Forms.CheckedListBox();
+            this.lblFiles = new System.Windows.Forms.Label();
+            this.lstFiles = new System.Windows.Forms.ListBox();
+            this.btnAddFiles = new System.Windows.Forms.Button();
+            this.btnRemoveFiles = new System.Windows.Forms.Button();
+            this.btnClearFiles = new System.Windows.Forms.Button();
+            this.grpBounds = new System.Windows.Forms.GroupBox();
+            this.lblMinArea = new System.Windows.Forms.Label();
+            this.numMinArea = new System.Windows.Forms.NumericUpDown();
+            this.lblMaxArea = new System.Windows.Forms.Label();
+            this.numMaxArea = new System.Windows.Forms.NumericUpDown();
+            this.lblMinWidth = new System.Windows.Forms.Label();
+            this.numMinWidth = new System.Windows.Forms.NumericUpDown();
+            this.lblMaxWidth = new System.Windows.Forms.Label();
+            this.numMaxWidth = new System.Windows.Forms.NumericUpDown();
+            this.lblMinHeight = new System.Windows.Forms.Label();
+            this.numMinHeight = new System.Windows.Forms.NumericUpDown();
+            this.lblMaxHeight = new System.Windows.Forms.Label();
+            this.numMaxHeight = new System.Windows.Forms.NumericUpDown();
+            this.btnApply = new System.Windows.Forms.Button();
+            this.btnStandardize = new System.Windows.Forms.Button();
+            this.txtLog = new System.Windows.Forms.TextBox();
+            this.grpBounds.SuspendLayout();
+            ((System.ComponentModel.ISupportInitialize)(this.numMinArea)).BeginInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMaxArea)).BeginInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMinWidth)).BeginInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMaxWidth)).BeginInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMinHeight)).BeginInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMaxHeight)).BeginInit();
+            this.SuspendLayout();
+            //
+            // lblModel
+            //
+            this.lblModel.AutoSize = true;
+            this.lblModel.Location = new System.Drawing.Point(10, 15);
+            this.lblModel.Name = "lblModel";
+            this.lblModel.Size = new System.Drawing.Size(46, 15);
+            this.lblModel.TabIndex = 0;
+            this.lblModel.Text = "Model:";
+            //
+            // txtModelPath
+            //
+            this.txtModelPath.Location = new System.Drawing.Point(70, 12);
+            this.txtModelPath.Name = "txtModelPath";
+            this.txtModelPath.ReadOnly = true;
+            this.txtModelPath.Size = new System.Drawing.Size(580, 23);
+            this.txtModelPath.TabIndex = 1;
+            //
+            // btnBrowseModel
+            //
+            this.btnBrowseModel.Location = new System.Drawing.Point(660, 10);
+            this.btnBrowseModel.Name = "btnBrowseModel";
+            this.btnBrowseModel.Size = new System.Drawing.Size(110, 25);
+            this.btnBrowseModel.TabIndex = 2;
+            this.btnBrowseModel.Text = "Browse...";
+            this.btnBrowseModel.UseVisualStyleBackColor = true;
+            this.btnBrowseModel.Click += new System.EventHandler(this.BtnBrowseModel_Click);
+            //
+            // btnLoadClasses
+            //
+            this.btnLoadClasses.Enabled = false;
+            this.btnLoadClasses.Location = new System.Drawing.Point(10, 45);
+            this.btnLoadClasses.Name = "btnLoadClasses";
+            this.btnLoadClasses.Size = new System.Drawing.Size(130, 25);
+            this.btnLoadClasses.TabIndex = 3;
+            this.btnLoadClasses.Text = "Load classes";
+            this.btnLoadClasses.UseVisualStyleBackColor = true;
+            this.btnLoadClasses.Click += new System.EventHandler(this.BtnLoadClasses_Click);
+            //
+            // lblClasses
+            //
+            this.lblClasses.AutoSize = true;
+            this.lblClasses.Location = new System.Drawing.Point(10, 85);
+            this.lblClasses.Name = "lblClasses";
+            this.lblClasses.Size = new System.Drawing.Size(228, 15);
+            this.lblClasses.TabIndex = 4;
+            this.lblClasses.Text = "Classes (check the ones to add/update):";
+            //
+            // lstClasses
+            //
+            this.lstClasses.CheckOnClick = true;
+            this.lstClasses.FormattingEnabled = true;
+            this.lstClasses.IntegralHeight = false;
+            this.lstClasses.Location = new System.Drawing.Point(10, 105);
+            this.lstClasses.Name = "lstClasses";
+            this.lstClasses.Size = new System.Drawing.Size(760, 180);
+            this.lstClasses.TabIndex = 5;
+            //
+            // lblFiles
+            //
+            this.lblFiles.AutoSize = true;
+            this.lblFiles.Location = new System.Drawing.Point(10, 295);
+            this.lblFiles.Name = "lblFiles";
+            this.lblFiles.Size = new System.Drawing.Size(173, 15);
+            this.lblFiles.TabIndex = 6;
+            this.lblFiles.Text = "Recipe files (*.hrcp, *.jhrcp):";
+            //
+            // lstFiles
+            //
+            this.lstFiles.FormattingEnabled = true;
+            this.lstFiles.HorizontalScrollbar = true;
+            this.lstFiles.IntegralHeight = false;
+            this.lstFiles.ItemHeight = 15;
+            this.lstFiles.Location = new System.Drawing.Point(10, 315);
+            this.lstFiles.Name = "lstFiles";
+            this.lstFiles.SelectionMode = System.Windows.Forms.SelectionMode.MultiExtended;
+            this.lstFiles.Size = new System.Drawing.Size(660, 130);
+            this.lstFiles.TabIndex = 7;
+            //
+            // btnAddFiles
+            //
+            this.btnAddFiles.Location = new System.Drawing.Point(680, 315);
+            this.btnAddFiles.Name = "btnAddFiles";
+            this.btnAddFiles.Size = new System.Drawing.Size(90, 25);
+            this.btnAddFiles.TabIndex = 8;
+            this.btnAddFiles.Text = "Add files...";
+            this.btnAddFiles.UseVisualStyleBackColor = true;
+            this.btnAddFiles.Click += new System.EventHandler(this.BtnAddFiles_Click);
+            //
+            // btnRemoveFiles
+            //
+            this.btnRemoveFiles.Location = new System.Drawing.Point(680, 345);
+            this.btnRemoveFiles.Name = "btnRemoveFiles";
+            this.btnRemoveFiles.Size = new System.Drawing.Size(90, 25);
+            this.btnRemoveFiles.TabIndex = 9;
+            this.btnRemoveFiles.Text = "Remove";
+            this.btnRemoveFiles.UseVisualStyleBackColor = true;
+            this.btnRemoveFiles.Click += new System.EventHandler(this.BtnRemoveFiles_Click);
+            //
+            // btnClearFiles
+            //
+            this.btnClearFiles.Location = new System.Drawing.Point(680, 375);
+            this.btnClearFiles.Name = "btnClearFiles";
+            this.btnClearFiles.Size = new System.Drawing.Size(90, 25);
+            this.btnClearFiles.TabIndex = 10;
+            this.btnClearFiles.Text = "Clear";
+            this.btnClearFiles.UseVisualStyleBackColor = true;
+            this.btnClearFiles.Click += new System.EventHandler(this.BtnClearFiles_Click);
+            //
+            // grpBounds
+            //
+            this.grpBounds.Controls.Add(this.lblMinArea);
+            this.grpBounds.Controls.Add(this.numMinArea);
+            this.grpBounds.Controls.Add(this.lblMaxArea);
+            this.grpBounds.Controls.Add(this.numMaxArea);
+            this.grpBounds.Controls.Add(this.lblMinWidth);
+            this.grpBounds.Controls.Add(this.numMinWidth);
+            this.grpBounds.Controls.Add(this.lblMaxWidth);
+            this.grpBounds.Controls.Add(this.numMaxWidth);
+            this.grpBounds.Controls.Add(this.lblMinHeight);
+            this.grpBounds.Controls.Add(this.numMinHeight);
+            this.grpBounds.Controls.Add(this.lblMaxHeight);
+            this.grpBounds.Controls.Add(this.numMaxHeight);
+            this.grpBounds.Location = new System.Drawing.Point(10, 455);
+            this.grpBounds.Name = "grpBounds";
+            this.grpBounds.Size = new System.Drawing.Size(760, 90);
+            this.grpBounds.TabIndex = 11;
+            this.grpBounds.TabStop = false;
+            this.grpBounds.Text = "Bounds (applied to selected classes)";
+            //
+            // lblMinArea
+            //
+            this.lblMinArea.AutoSize = true;
+            this.lblMinArea.Location = new System.Drawing.Point(10, 20);
+            this.lblMinArea.Name = "lblMinArea";
+            this.lblMinArea.Size = new System.Drawing.Size(56, 15);
+            this.lblMinArea.TabIndex = 0;
+            this.lblMinArea.Text = "Min Area";
+            //
+            // numMinArea
+            //
+            this.numMinArea.Location = new System.Drawing.Point(10, 40);
+            this.numMinArea.Maximum = new decimal(new int[] { 9999999, 0, 0, 0 });
+            this.numMinArea.Name = "numMinArea";
+            this.numMinArea.Size = new System.Drawing.Size(110, 23);
+            this.numMinArea.TabIndex = 1;
+            //
+            // lblMaxArea
+            //
+            this.lblMaxArea.AutoSize = true;
+            this.lblMaxArea.Location = new System.Drawing.Point(130, 20);
+            this.lblMaxArea.Name = "lblMaxArea";
+            this.lblMaxArea.Size = new System.Drawing.Size(59, 15);
+            this.lblMaxArea.TabIndex = 2;
+            this.lblMaxArea.Text = "Max Area";
+            //
+            // numMaxArea
+            //
+            this.numMaxArea.Location = new System.Drawing.Point(130, 40);
+            this.numMaxArea.Maximum = new decimal(new int[] { 9999999, 0, 0, 0 });
+            this.numMaxArea.Name = "numMaxArea";
+            this.numMaxArea.Size = new System.Drawing.Size(110, 23);
+            this.numMaxArea.TabIndex = 3;
+            this.numMaxArea.Value = new decimal(new int[] { 99999, 0, 0, 0 });
+            //
+            // lblMinWidth
+            //
+            this.lblMinWidth.AutoSize = true;
+            this.lblMinWidth.Location = new System.Drawing.Point(260, 20);
+            this.lblMinWidth.Name = "lblMinWidth";
+            this.lblMinWidth.Size = new System.Drawing.Size(64, 15);
+            this.lblMinWidth.TabIndex = 4;
+            this.lblMinWidth.Text = "Min Width";
+            //
+            // numMinWidth
+            //
+            this.numMinWidth.Location = new System.Drawing.Point(260, 40);
+            this.numMinWidth.Maximum = new decimal(new int[] { 9999999, 0, 0, 0 });
+            this.numMinWidth.Name = "numMinWidth";
+            this.numMinWidth.Size = new System.Drawing.Size(110, 23);
+            this.numMinWidth.TabIndex = 5;
+            //
+            // lblMaxWidth
+            //
+            this.lblMaxWidth.AutoSize = true;
+            this.lblMaxWidth.Location = new System.Drawing.Point(390, 20);
+            this.lblMaxWidth.Name = "lblMaxWidth";
+            this.lblMaxWidth.Size = new System.Drawing.Size(67, 15);
+            this.lblMaxWidth.TabIndex = 6;
+            this.lblMaxWidth.Text = "Max Width";
+            //
+            // numMaxWidth
+            //
+            this.numMaxWidth.Location = new System.Drawing.Point(390, 40);
+            this.numMaxWidth.Maximum = new decimal(new int[] { 9999999, 0, 0, 0 });
+            this.numMaxWidth.Name = "numMaxWidth";
+            this.numMaxWidth.Size = new System.Drawing.Size(110, 23);
+            this.numMaxWidth.TabIndex = 7;
+            this.numMaxWidth.Value = new decimal(new int[] { 99999, 0, 0, 0 });
+            //
+            // lblMinHeight
+            //
+            this.lblMinHeight.AutoSize = true;
+            this.lblMinHeight.Location = new System.Drawing.Point(520, 20);
+            this.lblMinHeight.Name = "lblMinHeight";
+            this.lblMinHeight.Size = new System.Drawing.Size(67, 15);
+            this.lblMinHeight.TabIndex = 8;
+            this.lblMinHeight.Text = "Min Height";
+            //
+            // numMinHeight
+            //
+            this.numMinHeight.Location = new System.Drawing.Point(520, 40);
+            this.numMinHeight.Maximum = new decimal(new int[] { 9999999, 0, 0, 0 });
+            this.numMinHeight.Name = "numMinHeight";
+            this.numMinHeight.Size = new System.Drawing.Size(110, 23);
+            this.numMinHeight.TabIndex = 9;
+            //
+            // lblMaxHeight
+            //
+            this.lblMaxHeight.AutoSize = true;
+            this.lblMaxHeight.Location = new System.Drawing.Point(640, 20);
+            this.lblMaxHeight.Name = "lblMaxHeight";
+            this.lblMaxHeight.Size = new System.Drawing.Size(70, 15);
+            this.lblMaxHeight.TabIndex = 10;
+            this.lblMaxHeight.Text = "Max Height";
+            //
+            // numMaxHeight
+            //
+            this.numMaxHeight.Location = new System.Drawing.Point(640, 40);
+            this.numMaxHeight.Maximum = new decimal(new int[] { 9999999, 0, 0, 0 });
+            this.numMaxHeight.Name = "numMaxHeight";
+            this.numMaxHeight.Size = new System.Drawing.Size(110, 23);
+            this.numMaxHeight.TabIndex = 11;
+            this.numMaxHeight.Value = new decimal(new int[] { 99999, 0, 0, 0 });
+            //
+            // btnApply
+            //
+            this.btnApply.Location = new System.Drawing.Point(10, 555);
+            this.btnApply.Name = "btnApply";
+            this.btnApply.Size = new System.Drawing.Size(375, 32);
+            this.btnApply.TabIndex = 12;
+            this.btnApply.Text = "Apply";
+            this.btnApply.UseVisualStyleBackColor = true;
+            this.btnApply.Click += new System.EventHandler(this.BtnApply_Click);
+            //
+            // btnStandardize
+            //
+            this.btnStandardize.Location = new System.Drawing.Point(395, 555);
+            this.btnStandardize.Name = "btnStandardize";
+            this.btnStandardize.Size = new System.Drawing.Size(375, 32);
+            this.btnStandardize.TabIndex = 13;
+            this.btnStandardize.Text = "Standardize names";
+            this.btnStandardize.UseVisualStyleBackColor = true;
+            this.btnStandardize.Click += new System.EventHandler(this.BtnStandardize_Click);
+            //
+            // txtLog
+            //
+            this.txtLog.Location = new System.Drawing.Point(10, 595);
+            this.txtLog.Multiline = true;
+            this.txtLog.Name = "txtLog";
+            this.txtLog.ReadOnly = true;
+            this.txtLog.ScrollBars = System.Windows.Forms.ScrollBars.Vertical;
+            this.txtLog.Size = new System.Drawing.Size(760, 80);
+            this.txtLog.TabIndex = 14;
+            this.txtLog.WordWrap = false;
+            //
+            // MainForm
+            //
+            this.AutoScaleDimensions = new System.Drawing.SizeF(7F, 15F);
+            this.AutoScaleMode = System.Windows.Forms.AutoScaleMode.Font;
+            this.ClientSize = new System.Drawing.Size(784, 690);
+            this.Controls.Add(this.txtLog);
+            this.Controls.Add(this.btnStandardize);
+            this.Controls.Add(this.btnApply);
+            this.Controls.Add(this.grpBounds);
+            this.Controls.Add(this.btnClearFiles);
+            this.Controls.Add(this.btnRemoveFiles);
+            this.Controls.Add(this.btnAddFiles);
+            this.Controls.Add(this.lstFiles);
+            this.Controls.Add(this.lblFiles);
+            this.Controls.Add(this.lstClasses);
+            this.Controls.Add(this.lblClasses);
+            this.Controls.Add(this.btnLoadClasses);
+            this.Controls.Add(this.btnBrowseModel);
+            this.Controls.Add(this.txtModelPath);
+            this.Controls.Add(this.lblModel);
+            this.Name = "MainForm";
+            this.StartPosition = System.Windows.Forms.FormStartPosition.CenterScreen;
+            this.Text = "Recipe Yolo Patcher";
+            this.grpBounds.ResumeLayout(false);
+            this.grpBounds.PerformLayout();
+            ((System.ComponentModel.ISupportInitialize)(this.numMinArea)).EndInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMaxArea)).EndInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMinWidth)).EndInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMaxWidth)).EndInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMinHeight)).EndInit();
+            ((System.ComponentModel.ISupportInitialize)(this.numMaxHeight)).EndInit();
+            this.ResumeLayout(false);
+            this.PerformLayout();
+        }
+
+        #endregion
+
+        private System.Windows.Forms.Label lblModel;
+        private System.Windows.Forms.TextBox txtModelPath;
+        private System.Windows.Forms.Button btnBrowseModel;
+        private System.Windows.Forms.Button btnLoadClasses;
+        private System.Windows.Forms.Label lblClasses;
+        private System.Windows.Forms.CheckedListBox lstClasses;
+        private System.Windows.Forms.Label lblFiles;
+        private System.Windows.Forms.ListBox lstFiles;
+        private System.Windows.Forms.Button btnAddFiles;
+        private System.Windows.Forms.Button btnRemoveFiles;
+        private System.Windows.Forms.Button btnClearFiles;
+        private System.Windows.Forms.GroupBox grpBounds;
+        private System.Windows.Forms.Label lblMinArea;
+        private System.Windows.Forms.NumericUpDown numMinArea;
+        private System.Windows.Forms.Label lblMaxArea;
+        private System.Windows.Forms.NumericUpDown numMaxArea;
+        private System.Windows.Forms.Label lblMinWidth;
+        private System.Windows.Forms.NumericUpDown numMinWidth;
+        private System.Windows.Forms.Label lblMaxWidth;
+        private System.Windows.Forms.NumericUpDown numMaxWidth;
+        private System.Windows.Forms.Label lblMinHeight;
+        private System.Windows.Forms.NumericUpDown numMinHeight;
+        private System.Windows.Forms.Label lblMaxHeight;
+        private System.Windows.Forms.NumericUpDown numMaxHeight;
+        private System.Windows.Forms.Button btnApply;
+        private System.Windows.Forms.Button btnStandardize;
+        private System.Windows.Forms.TextBox txtLog;
+    }
+}
--- a/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/MainForm.cs
+++ b/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/MainForm.cs
@@ -0,0 +1,312 @@
+using System;
+using System.Collections.Generic;
+using System.IO;
+using System.Linq;
+using System.Text;
+using System.Windows.Forms;
+using Compunet.YoloV8;
+using Hawkeye.VisionBuilder.Workflow;
+using Hawkeye.VisionBuilder.Workflow.Operations.AI;
+
+namespace Hawkeye.VisionBuilder.UI.RecipeYoloPatcher;
+
+public partial class MainForm : Form
+{
+    private sealed class ClassEntry
+    {
+        public int Id { get; init; }
+        public string Name { get; init; } = "";
+        public override string ToString() => $"{Id}: {Name}";
+    }
+
+    public MainForm()
+    {
+        InitializeComponent();
+    }
+
+    private void BtnBrowseModel_Click(object? sender, EventArgs e)
+    {
+        using var dialog = new OpenFileDialog
+        {
+            Filter = "ONNX models (*.onnx)|*.onnx",
+            Title = "Select Yolo model"
+        };
+        var defaultDir = Path.GetFullPath(@"..\Data\Models");
+        if (Directory.Exists(defaultDir)) dialog.InitialDirectory = defaultDir;
+        if (dialog.ShowDialog(this) == DialogResult.OK)
+        {
+            txtModelPath.Text = dialog.FileName;
+            btnLoadClasses.Enabled = true;
+            lstClasses.Items.Clear();
+        }
+    }
+
+    private void BtnLoadClasses_Click(object? sender, EventArgs e)
+    {
+        if (string.IsNullOrWhiteSpace(txtModelPath.Text) || !File.Exists(txtModelPath.Text))
+        {
+            MessageBox.Show(this, "Pick a valid .onnx model first.", "Recipe Yolo Patcher",
+                MessageBoxButtons.OK, MessageBoxIcon.Warning);
+            return;
+        }
+        lstClasses.Items.Clear();
+        Cursor = Cursors.WaitCursor;
+        try
+        {
+            using var predictor = YoloV8Predictor.Create(txtModelPath.Text);
+            foreach (var cls in predictor.Metadata.Names)
+            {
+                lstClasses.Items.Add(new ClassEntry { Id = cls.Id, Name = cls.Name });
+            }
+            Log($"Loaded {lstClasses.Items.Count} class(es) from {Path.GetFileName(txtModelPath.Text)}.");
+        }
+        catch (Exception ex)
+        {
+            MessageBox.Show(this, $"Failed to load model:\r\n{ex.Message}", "Recipe Yolo Patcher",
+                MessageBoxButtons.OK, MessageBoxIcon.Error);
+        }
+        finally
+        {
+            Cursor = Cursors.Default;
+        }
+    }
+
+    private void BtnAddFiles_Click(object? sender, EventArgs e)
+    {
+        using var dialog = new OpenFileDialog
+        {
+            Filter = "Recipes (*.hrcp;*.jhrcp)|*.hrcp;*.jhrcp",
+            Multiselect = true,
+            Title = "Select recipe files"
+        };
+        var defaultDir = Path.GetFullPath(@"..\Data\Recipes");
+        if (Directory.Exists(defaultDir)) dialog.InitialDirectory = defaultDir;
+        if (dialog.ShowDialog(this) == DialogResult.OK)
+        {
+            foreach (var f in dialog.FileNames)
+            {
+                if (!lstFiles.Items.Contains(f)) lstFiles.Items.Add(f);
+            }
+        }
+    }
+
+    private void BtnRemoveFiles_Click(object? sender, EventArgs e)
+    {
+        var selected = lstFiles.SelectedItems.Cast<object>().ToList();
+        foreach (var item in selected) lstFiles.Items.Remove(item);
+    }
+
+    private void BtnClearFiles_Click(object? sender, EventArgs e) => lstFiles.Items.Clear();
+
+    private void BtnApply_Click(object? sender, EventArgs e)
+    {
+        var checkedClasses = lstClasses.CheckedItems.Cast<ClassEntry>().ToList();
+        if (checkedClasses.Count == 0)
+        {
+            MessageBox.Show(this, "Check at least one class to apply.", "Recipe Yolo Patcher",
+                MessageBoxButtons.OK, MessageBoxIcon.Warning);
+            return;
+        }
+        var files = lstFiles.Items.Cast<string>().ToList();
+        if (files.Count == 0)
+        {
+            MessageBox.Show(this, "Add at least one recipe file.", "Recipe Yolo Patcher",
+                MessageBoxButtons.OK, MessageBoxIcon.Warning);
+            return;
+        }
+
+        var bounds = new PatchBounds(
+            (int)numMinArea.Value, (int)numMaxArea.Value,
+            (int)numMinWidth.Value, (int)numMaxWidth.Value,
+            (int)numMinHeight.Value, (int)numMaxHeight.Value);
+
+        Cursor = Cursors.WaitCursor;
+        btnApply.Enabled = false;
+        try
+        {
+            foreach (var file in files)
+            {
+                try
+                {
+                    var (added, updated) = PatchRecipe(file, checkedClasses, bounds);
+                    Log($"OK: {Path.GetFileName(file)} — added {added}, updated {updated}");
+                }
+                catch (Exception ex)
+                {
+                    Log($"FAIL: {Path.GetFileName(file)} — {ex.Message}");
+                }
+            }
+            Log("Done.");
+        }
+        finally
+        {
+            Cursor = Cursors.Default;
+            btnApply.Enabled = true;
+        }
+    }
+
+    private void BtnStandardize_Click(object? sender, EventArgs e)
+    {
+        var files = lstFiles.Items.Cast<string>().ToList();
+        if (files.Count == 0)
+        {
+            MessageBox.Show(this, "Add at least one recipe file.", "Recipe Yolo Patcher",
+                MessageBoxButtons.OK, MessageBoxIcon.Warning);
+            return;
+        }
+
+        Cursor = Cursors.WaitCursor;
+        btnApply.Enabled = false;
+        btnStandardize.Enabled = false;
+        try
+        {
+            foreach (var file in files)
+            {
+                try
+                {
+                    var renamed = StandardizeLabels(file);
+                    Log($"OK: {Path.GetFileName(file)} — renamed {renamed} label(s)");
+                }
+                catch (Exception ex)
+                {
+                    Log($"FAIL: {Path.GetFileName(file)} — {ex.Message}");
+                }
+            }
+            Log("Done.");
+        }
+        finally
+        {
+            Cursor = Cursors.Default;
+            btnApply.Enabled = true;
+            btnStandardize.Enabled = true;
+        }
+    }
+
+    private static int StandardizeLabels(string path)
+    {
+        var (wf, ext) = LoadRecipe(path);
+
+        int renamed = 0;
+        foreach (var op in wf.Operations.OfType<YoloPickDetected>())
+        {
+            var newLabel = ToPascalCase(op.Label);
+            if (newLabel != op.Label)
+            {
+                op.Label = newLabel;
+                renamed++;
+            }
+        }
+
+        if (renamed > 0) SaveRecipe(wf, path, ext);
+        return renamed;
+    }
+
+    private static string ToPascalCase(string? label)
+    {
+        if (string.IsNullOrWhiteSpace(label)) return label ?? string.Empty;
+        var parts = label.Split((char[]?)null, StringSplitOptions.RemoveEmptyEntries);
+        var sb = new StringBuilder(label.Length);
+        foreach (var p in parts)
+        {
+            sb.Append(char.ToUpperInvariant(p[0]));
+            if (p.Length > 1) sb.Append(p, 1, p.Length - 1);
+        }
+        return sb.ToString();
+    }
+
+    private static (WorkflowList wf, string ext) LoadRecipe(string path)
+    {
+        var ext = Path.GetExtension(path).ToLowerInvariant();
+        WorkflowList wf;
+        if (ext == ".hrcp")
+        {
+            wf = new WorkflowList();
+            using var fs = File.OpenRead(path);
+            using var br = new BinaryReader(fs);
+            wf.Load(br, new OperationDiscoveryService(wf));
+        }
+        else if (ext == ".jhrcp")
+        {
+            wf = WorkflowList.LoadJSONFromFile(path);
+        }
+        else
+        {
+            throw new InvalidOperationException($"Unsupported extension '{ext}'.");
+        }
+        return (wf, ext);
+    }
+
+    private static void SaveRecipe(WorkflowList wf, string path, string ext)
+    {
+        if (ext == ".hrcp")
+        {
+            using var fs = File.Create(path);
+            using var bw = new BinaryWriter(fs);
+            wf.Save(bw);
+        }
+        else
+        {
+            wf.SaveJSON(path);
+        }
+    }
+
+    private readonly record struct PatchBounds(int MinArea, int MaxArea, int MinWidth, int MaxWidth, int MinHeight, int MaxHeight);
+
+    private static (int added, int updated) PatchRecipe(string path, IReadOnlyList<ClassEntry> classes, PatchBounds b)
+    {
+        var (wf, ext) = LoadRecipe(path);
+
+        int anchor = -1;
+        for (int i = 0; i < wf.Operations.Count; i++)
+        {
+            if (wf.Operations[i] is YoloPickDetected) anchor = i;
+        }
+        if (anchor < 0) anchor = wf.Operations.Count - 1;
+
+        var nameMap = wf.Operations.OfType<YoloPickDetected>()
+            .Where(op => !string.IsNullOrEmpty(op.Label))
+            .GroupBy(op => op.Label)
+            .ToDictionary(g => g.Key, g => g.First());
+
+        int added = 0, updated = 0;
+        foreach (var cls in classes)
+        {
+            if (nameMap.TryGetValue(cls.Name, out var existing))
+            {
+                existing.MinArea = b.MinArea;
+                existing.MaxArea = b.MaxArea;
+                existing.MinWidth = b.MinWidth;
+                existing.MaxWidth = b.MaxWidth;
+                existing.MinHeight = b.MinHeight;
+                existing.MaxHeight = b.MaxHeight;
+                updated++;
+            }
+            else
+            {
+                var op = new YoloPickDetected
+                {
+                    Label = cls.Name,
+                    TypeId = cls.Id + 1,
+                    SlotName = "Image",
+                    MinArea = b.MinArea,
+                    MaxArea = b.MaxArea,
+                    MinWidth = b.MinWidth,
+                    MaxWidth = b.MaxWidth,
+                    MinHeight = b.MinHeight,
+                    MaxHeight = b.MaxHeight
+                };
+                wf.Operations.Insert(++anchor, op);
+                nameMap[cls.Name] = op;
+                added++;
+            }
+        }
+
+        SaveRecipe(wf, path, ext);
+        return (added, updated);
+    }
+
+    private void Log(string msg)
+    {
+        txtLog.AppendText(msg + Environment.NewLine);
+    }
+}
--- a/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/MainForm.resx
+++ b/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/MainForm.resx
@@ -0,0 +1,120 @@
+<?xml version="1.0" encoding="utf-8"?>
+<root>
+  <!-- 
+    Microsoft ResX Schema 
+    
+    Version 2.0
+    
+    The primary goals of this format is to allow a simple XML format 
+    that is mostly human readable. The generation and parsing of the 
+    various data types are done through the TypeConverter classes 
+    associated with the data types.
+    
+    Example:
+    
+    ... ado.net/XML headers & schema ...
+    <resheader name="resmimetype">text/microsoft-resx</resheader>
+    <resheader name="version">2.0</resheader>
+    <resheader name="reader">System.Resources.ResXResourceReader, System.Windows.Forms, ...</resheader>
+    <resheader name="writer">System.Resources.ResXResourceWriter, System.Windows.Forms, ...</resheader>
+    <data name="Name1"><value>this is my long string</value><comment>this is a comment</comment></data>
+    <data name="Color1" type="System.Drawing.Color, System.Drawing">Blue</data>
+    <data name="Bitmap1" mimetype="application/x-microsoft.net.object.binary.base64">
+        <value>[base64 mime encoded serialized .NET Framework object]</value>
+    </data>
+    <data name="Icon1" type="System.Drawing.Icon, System.Drawing" mimetype="application/x-microsoft.net.object.bytearray.base64">
+        <value>[base64 mime encoded string representing a byte array form of the .NET Framework object]</value>
+        <comment>This is a comment</comment>
+    </data>
+                
+    There are any number of "resheader" rows that contain simple 
+    name/value pairs.
+    
+    Each data row contains a name, and value. The row also contains a 
+    type or mimetype. Type corresponds to a .NET class that support 
+    text/value conversion through the TypeConverter architecture. 
+    Classes that don't support this are serialized and stored with the 
+    mimetype set.
+    
+    The mimetype is used for serialized objects, and tells the 
+    ResXResourceReader how to depersist the object. This is currently not 
+    extensible. For a given mimetype the value must be set accordingly:
+    
+    Note - application/x-microsoft.net.object.binary.base64 is the format 
+    that the ResXResourceWriter will generate, however the reader can 
+    read any of the formats listed below.
+    
+    mimetype: application/x-microsoft.net.object.binary.base64
+    value   : The object must be serialized with 
+            : System.Runtime.Serialization.Formatters.Binary.BinaryFormatter
+            : and then encoded with base64 encoding.
+    
+    mimetype: application/x-microsoft.net.object.soap.base64
+    value   : The object must be serialized with 
+            : System.Runtime.Serialization.Formatters.Soap.SoapFormatter
+            : and then encoded with base64 encoding.
+
+    mimetype: application/x-microsoft.net.object.bytearray.base64
+    value   : The object must be serialized into a byte array 
+            : using a System.ComponentModel.TypeConverter
+            : and then encoded with base64 encoding.
+    -->
+  <xsd:schema id="root" xmlns="" xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:msdata="urn:schemas-microsoft-com:xml-msdata">
+    <xsd:import namespace="http://www.w3.org/XML/1998/namespace" />
+    <xsd:element name="root" msdata:IsDataSet="true">
+      <xsd:complexType>
+        <xsd:choice maxOccurs="unbounded">
+          <xsd:element name="metadata">
+            <xsd:complexType>
+              <xsd:sequence>
+                <xsd:element name="value" type="xsd:string" minOccurs="0" />
+              </xsd:sequence>
+              <xsd:attribute name="name" use="required" type="xsd:string" />
+              <xsd:attribute name="type" type="xsd:string" />
+              <xsd:attribute name="mimetype" type="xsd:string" />
+              <xsd:attribute ref="xml:space" />
+            </xsd:complexType>
+          </xsd:element>
+          <xsd:element name="assembly">
+            <xsd:complexType>
+              <xsd:attribute name="alias" type="xsd:string" />
+              <xsd:attribute name="name" type="xsd:string" />
+            </xsd:complexType>
+          </xsd:element>
+          <xsd:element name="data">
+            <xsd:complexType>
+              <xsd:sequence>
+                <xsd:element name="value" type="xsd:string" minOccurs="0" msdata:Ordinal="1" />
+                <xsd:element name="comment" type="xsd:string" minOccurs="0" msdata:Ordinal="2" />
+              </xsd:sequence>
+              <xsd:attribute name="name" type="xsd:string" use="required" msdata:Ordinal="1" />
+              <xsd:attribute name="type" type="xsd:string" msdata:Ordinal="3" />
+              <xsd:attribute name="mimetype" type="xsd:string" msdata:Ordinal="4" />
+              <xsd:attribute ref="xml:space" />
+            </xsd:complexType>
+          </xsd:element>
+          <xsd:element name="resheader">
+            <xsd:complexType>
+              <xsd:sequence>
+                <xsd:element name="value" type="xsd:string" minOccurs="0" msdata:Ordinal="1" />
+              </xsd:sequence>
+              <xsd:attribute name="name" type="xsd:string" use="required" />
+            </xsd:complexType>
+          </xsd:element>
+        </xsd:choice>
+      </xsd:complexType>
+    </xsd:element>
+  </xsd:schema>
+  <resheader name="resmimetype">
+    <value>text/microsoft-resx</value>
+  </resheader>
+  <resheader name="version">
+    <value>2.0</value>
+  </resheader>
+  <resheader name="reader">
+    <value>System.Resources.ResXResourceReader, System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089</value>
+  </resheader>
+  <resheader name="writer">
+    <value>System.Resources.ResXResourceWriter, System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089</value>
+  </resheader>
+</root>
--- a/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/Program.cs
+++ b/Hawkeye.VisionBuilder.UI.RecipeYoloPatcher/Program.cs
@@ -0,0 +1,14 @@
+using System;
+using System.Windows.Forms;
+
+namespace Hawkeye.VisionBuilder.UI.RecipeYoloPatcher;
+
+internal static class Program
+{
+    [STAThread]
+    private static void Main()
+    {
+        ApplicationConfiguration.Initialize();
+        Application.Run(new MainForm());
+    }
+}
--- a/Hawkeye.VisionBuilder.UI.Sources.Emulation/EmulationCameraImageSource.cs
+++ b/Hawkeye.VisionBuilder.UI.Sources.Emulation/EmulationCameraImageSource.cs
@@ -80,7 +80,7 @@ namespace Hawkeye.VisionBuilder.UI.Sources.Emulation
            try
            {
                _currentFolder = imagesFolder;
-                var path = Path.Combine(@"..\Data\Emulation", imagesFolder);
+                var path = Path.Combine("..", "Data", "Emulation", imagesFolder);
                _selectedFiles = Directory.GetFiles(path, "*.bmp")
                    .Concat(Directory.GetFiles(path, "*.png"))
                    .Concat(Directory.GetFiles(path, "*.jpg"))
--- a/Hawkeye.VisionBuilder.UI.Sources.Hawkeye/HawkeyeCameraImageSource.cs
+++ b/Hawkeye.VisionBuilder.UI.Sources.Hawkeye/HawkeyeCameraImageSource.cs
@@ -105,11 +105,13 @@ namespace Hawkeye.VisionBuilder.UI.Sources.Hawkeye
                var pointer = pinnedArray.AddrOfPinnedObject();

                
-                Mat image = new Mat(_cameraSettings.ImageSettings.Lines, _cameraSettings.ImageSettings.SensorWidth,
+                
+                Mat image = Mat.FromPixelData(_cameraSettings.ImageSettings.Lines, _cameraSettings.ImageSettings.SensorWidth,
                    MatType.CV_8UC1, pointer);



+
                var xCrop = _cameraSettings.ImageSettings.SensorWidth - _cameraSettings.ImageWidth -
                            _cameraSettings.OffsetX;

--- a/Hawkeye.VisionBuilder.UI.Sources.Hawkeye/OpenCVBayerFilter.cs
+++ b/Hawkeye.VisionBuilder.UI.Sources.Hawkeye/OpenCVBayerFilter.cs
@@ -100,9 +100,9 @@ public class OpenCVBayerProcessor
        Mat greenCorrected = new Mat();
        Mat redCorrected = new Mat();

-        Mat blueLutMat = new Mat(1, 256, MatType.CV_8U, blueLut);
-        Mat greenLutMat = new Mat(1, 256, MatType.CV_8U, greenLut);
-        Mat redLutMat = new Mat(1, 256, MatType.CV_8U, redLut);
+        Mat blueLutMat = Mat.FromPixelData(1, 256, MatType.CV_8U, blueLut);
+        Mat greenLutMat = Mat.FromPixelData(1, 256, MatType.CV_8U, greenLut);
+        Mat redLutMat = Mat.FromPixelData(1, 256, MatType.CV_8U, redLut);

        Cv2.LUT(channels[0], blueLutMat, blueCorrected);
        Cv2.LUT(channels[1], greenLutMat, greenCorrected);
--- a/Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera/Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera.csproj
+++ b/Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera/Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera.csproj
@@ -0,0 +1,13 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <TargetFramework>net8.0</TargetFramework>
+    <ImplicitUsings>enable</ImplicitUsings>
+    <Nullable>enable</Nullable>
+  </PropertyGroup>
+
+  <ItemGroup>
+    <ProjectReference Include="..\VisionBuilder.UI.Common\VisionBuilder.UI.Common.csproj" />
+  </ItemGroup>
+
+</Project>
--- a/Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera/LibcameraCaptureSettings.cs
+++ b/Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera/LibcameraCaptureSettings.cs
@@ -0,0 +1,38 @@
+using Inspectron.Settings;
+using VisionBuilder.UI.Common;
+
+namespace Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera;
+
+public class LibcameraCaptureSettings : ISettings
+{
+    public string CameraName { get; }
+
+    public LibcameraCaptureSettings(string cameraName)
+    {
+        CameraName = cameraName;
+    }
+
+    public int Width { get; set; } = 2028;
+    public int Height { get; set; } = 1520;
+    public int ShutterSpeed { get; set; } = 10000;
+    public int Framerate { get; set; } = 2;
+    public double AwbGainRed { get; set; } = 3.86;
+    public double AwbGainBlue { get; set; } = 1.46;
+
+    public string BuildArguments()
+    {
+        return $"--codec mjpeg -t0 --width {Width} --height {Height} " +
+               $"--shutter {ShutterSpeed} --framerate {Framerate} " +
+               $"--awbgains {AwbGainRed:F2},{AwbGainBlue:F2} --nopreview -o -";
+    }
+
+    public void RegisterSettings(InspectronSettings settings)
+    {
+        settings.RegisterSimple(this, () => Width, CameraName + "/Sources/Libcamera", nameof(Width));
+        settings.RegisterSimple(this, () => Height, CameraName + "/Sources/Libcamera", nameof(Height));
+        settings.RegisterSimple(this, () => ShutterSpeed, CameraName + "/Sources/Libcamera", nameof(ShutterSpeed));
+        settings.RegisterSimple(this, () => Framerate, CameraName + "/Sources/Libcamera", nameof(Framerate));
+        settings.RegisterSimple(this, () => AwbGainRed, CameraName + "/Sources/Libcamera", nameof(AwbGainRed));
+        settings.RegisterSimple(this, () => AwbGainBlue, CameraName + "/Sources/Libcamera", nameof(AwbGainBlue));
+    }
+}
--- a/Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera/LibcameraImageSource.cs
+++ b/Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera/LibcameraImageSource.cs
@@ -0,0 +1,154 @@
+using OpenCvSharp;
+using System.Diagnostics;
+using System.Threading.Channels;
+using VisionBuilder.UI.Common;
+using VisionBuilder.UI.Common.Processing;
+
+namespace Hawkeye.VisionBuilder.UI.Sources.Raspberry.Libcamera
+{
+    public class LibcameraImageSource : IImageSource, IVisionBuilderModule
+    {
+        private LibcameraCaptureSettings _settings;
+
+        public LibcameraImageSource(LibcameraCaptureSettings settings)
+        {
+            _settings = settings;
+        }
+
+        public async Task<Mat> GetImage(CancellationToken token)
+        {
+            return await _imageChannel.Reader.ReadAsync(token);
+        }
+
+        public void InitializeModule()
+        {
+            Start();
+        }
+
+        byte[] JpegHeader = new byte[] { 0xff, 0xd8 };
+        byte[] JpegFooter = new byte[] { 0xff, 0xd9 };
+        int ChunkSize = 1024;
+
+        Channel<Mat> _imageChannel = Channel.CreateBounded<Mat>(new BoundedChannelOptions(1) { FullMode = BoundedChannelFullMode.DropOldest });
+
+        public void Start()
+        {
+            Thread th = new Thread(StartLoop);
+            th.IsBackground = true;
+            th.Start();
+
+        }
+
+        private void StartLoop()
+        {
+            try
+            {
+                var psi = new ProcessStartInfo
+                {
+                    FileName = "rpicam-vid",
+                    Arguments = _settings.BuildArguments(),
+                    RedirectStandardOutput = true,
+                    UseShellExecute = false
+                };
+
+                using (Process process = Process.Start(psi))
+                using (BinaryReader br = new BinaryReader(process.StandardOutput.BaseStream))
+                {
+
+                    byte[] imageBuffer = new byte[1024 * 1024];
+
+
+                    // decode MJPEG buffer
+                    var buff = br.ReadBytes(ChunkSize);
+                    int frameId = 0;
+                    while (true)
+                    {
+
+
+                        var imageStart = Find(buff, JpegHeader);
+                        if (imageStart != -1)
+                        {
+                            var size = buff.Length - imageStart;
+
+                            Array.Copy(buff, imageStart, imageBuffer, 0, size);
+                            while (true)
+                            {
+                                buff = br.ReadBytes(ChunkSize);
+                                var imageEnd = Find(buff, JpegFooter);
+                                if (imageEnd != -1)
+                                {
+                                    var frame = new byte[size + imageEnd];
+                                    Array.Copy(imageBuffer, frame, size);
+                                    Array.Copy(buff, 0, frame, size, imageEnd);
+                                    // process frame
+                                    frameId++;
+                                    var decoded = Mat.ImDecode(frame);
+
+                                    _imageChannel.Writer.WriteAsync(decoded, CancellationToken.None);
+
+                                    // copy the leftover data to the start
+                                    Array.Copy(buff, imageEnd, buff, 0, buff.Length - imageEnd);
+                                    // fill the remainder of the buffer with new data and start over
+                                    var temp = br.ReadBytes(imageEnd);
+                                    Array.Copy(temp, 0, buff, buff.Length - imageEnd, temp.Length);
+                                    break;
+                                }
+
+                                // copy all of the data to the imageBuffer
+                                Array.Copy(buff, 0, imageBuffer, size, buff.Length);
+                                size += buff.Length;
+                            }
+                        }
+                        else
+                        {
+                            Console.WriteLine("JPEG header not found.");
+                            break;
+                        }
+
+                    }
+
+
+                    process.Kill();
+
+                }
+            }
+            catch (Exception e)
+            {
+                Serilog.Log.Error($"Error starting libcamera: {e}");
+            }
+        }
+
+        public static int Find(byte[] buff, byte[] search)
+        {
+            // enumerate the buffer but don't overstep the bounds
+            for (int start = 0; start < buff.Length - search.Length; start++)
+            {
+                // we found the first character
+                if (buff[start] == search[0])
+                {
+                    int next;
+
+                    // traverse the rest of the bytes
+                    for (next = 1; next < search.Length; next++)
+                    {
+                        // if we don't match, bail
+                        if (buff[start + next] != search[next])
+                            break;
+                    }
+
+                    if (next == search.Length)
+                        return start;
+                }
+            }
+            // not found
+            return -1;
+        }
+
+        public async Task<Mat> GetImageAsync(CancellationToken cancellationToken)
+        {
+            return await _imageChannel.Reader.ReadAsync(cancellationToken);
+
+        }
+
+    }
+}
--- a/Hawkeye.VisionBuilder.Workflow/Hawkeye.VisionBuilder.Workflow.csproj
+++ b/Hawkeye.VisionBuilder.Workflow/Hawkeye.VisionBuilder.Workflow.csproj
@@ -5,7 +5,6 @@
    <ImplicitUsings>enable</ImplicitUsings>
    <Nullable>enable</Nullable>
    <AllowUnsafeBlocks>True</AllowUnsafeBlocks>
-    <PlatformTarget>x64</PlatformTarget>
    <Configurations>Debug;Release;CPU</Configurations>
  </PropertyGroup>

@@ -32,8 +31,8 @@
      <PrivateAssets>all</PrivateAssets>
      <IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
    </PackageReference>
-    <PackageReference Include="OpenCvSharp4" Version="4.6.0.20220608" />
-    <PackageReference Include="OpenCvSharp4.Extensions" Version="4.6.0.20220608" />
+    <PackageReference Include="OpenCvSharp4" Version="4.10.0.20241108" />
+    <PackageReference Include="OpenCvSharp4.Extensions" Version="4.10.0.20241108" />
    
  </ItemGroup>

--- a/Hawkeye.VisionBuilder.Workflow/Operations/AI/AnomalyAI.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/AI/AnomalyAI.cs
@@ -93,7 +93,8 @@ public class AnomalyAI: BaseOperation


            // black and white mask
-            var mask = new Mat(30, 48, MatType.CV_8UC1, resultColor);
+            var mask = new Mat(30, 48, MatType.CV_8UC1);
+            mask.SetArray(resultColor);

            var maskResized = mask.Resize(new Size(currentImage.ImageData.Width, currentImage.ImageData.Height));

--- a/Hawkeye.VisionBuilder.Workflow/Operations/AI/BackgroundSeparationModelOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/AI/BackgroundSeparationModelOperation.cs
@@ -60,7 +60,8 @@ public class BackgroundSeparationModelOperation:BaseOperation,IHaveOrigin

        var bytes= MatToBytes(img);
        var responseBytes = _transfer.TransferData(ModelName, 3, bytes);
-        var response = new Mat(img.Rows, img.Cols, MatType.CV_8UC1, responseBytes);
+        var response = new Mat(img.Rows, img.Cols, MatType.CV_8UC1);
+        response.SetArray(responseBytes);

        var contours = response.Threshold(128, 255, ThresholdTypes.Binary).FindContoursAsArray(RetrievalModes.List, ContourApproximationModes.ApproxSimple);

--- a/Hawkeye.VisionBuilder.Workflow/Operations/AI/Color128HalfOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/AI/Color128HalfOperation.cs
@@ -78,7 +78,8 @@ public class Color128HalfOperation:BaseOperation
            .ToArray();

        // black and white mask
-        var mask = new Mat(_imageHeight, _imageWidth, MatType.CV_8UC1, resultColor);
+        var mask = new Mat(_imageHeight, _imageWidth, MatType.CV_8UC1);
+        mask.SetArray(resultColor);

        var maskResized = mask.Resize(new Size(currentImage.ImageData.Width, currentImage.ImageData.Height));

--- a/Hawkeye.VisionBuilder.Workflow/Operations/AI/ColorAIOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/AI/ColorAIOperation.cs
@@ -111,7 +111,8 @@ public abstract class ColorAIOperation:BaseOperation
        

        // black and white mask
-        var mask = new Mat(_imageHeight, _imageWidth, MatType.CV_8UC1, resultColor);
+        var mask = new Mat(_imageHeight, _imageWidth, MatType.CV_8UC1);
+        mask.SetArray(resultColor);

        var maskResized = mask.Resize(new Size(currentImage.ImageData.Width, currentImage.ImageData.Height));

--- a/Hawkeye.VisionBuilder.Workflow/Operations/AI/ModelAIOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/AI/ModelAIOperation.cs
@@ -129,7 +129,8 @@ public class ModelAIOperation: BaseOperation


        // black and white mask
-        var mask = new Mat(outputSizeArray[0], outputSizeArray[1], MatType.CV_8UC1, resultColor);
+        var mask = new Mat(outputSizeArray[0], outputSizeArray[1], MatType.CV_8UC1);
+        mask.SetArray(resultColor);

        var maskResized = mask.Resize(new Size(currentImage.ImageData.Width, currentImage.ImageData.Height));

--- a/Hawkeye.VisionBuilder.Workflow/Operations/AI/RawModelAIOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/AI/RawModelAIOperation.cs
@@ -105,7 +105,8 @@ public class RawModelAIOperation: BaseOperation

        
        var outputSizeArray = outputSize.Select(Convert.ToInt32).ToArray();
-        var mask = new Mat(outputSizeArray[0], outputSizeArray[1], MatType.CV_8UC1, resultColor);
+        var mask = new Mat(outputSizeArray[0], outputSizeArray[1], MatType.CV_8UC1);
+        mask.SetArray(resultColor);

        var maskResized = mask.Resize(new Size(currentImage.ImageData.Width, currentImage.ImageData.Height));

--- a/Hawkeye.VisionBuilder.Workflow/Operations/Basic/SkeletonOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/Basic/SkeletonOperation.cs
@@ -13,7 +13,7 @@ public class SkeletonOperation:BaseOperation
        if(!CheckGrayscale(context)) return;


-        var skeleton = new Mat(context.ActiveImage.ImageData.Size(), MatType.CV_8UC1, 0);
+        var skeleton = new Mat(context.ActiveImage.ImageData.Size(), MatType.CV_8UC1, Scalar.All(0));
        var temp = context.ActiveImage.ImageData.Clone();
        var element = Cv2.GetStructuringElement(MorphShapes.Cross, new OpenCvSharp.Size(3, 3));
        var image = context.ActiveImage.ImageData.Clone();
--- a/Hawkeye.VisionBuilder.Workflow/Operations/Filters/GaborFilterOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/Filters/GaborFilterOperation.cs
@@ -49,13 +49,13 @@ public class GaborFilterOperation : BaseOperation
        }
        
        var image = context.ActiveImage.ImageData;
-        var newimage = new Mat(image.Size(), image.Type(), 0);
+        var newimage = new Mat(image.Size(), image.Type(), Scalar.All(0));

        foreach (double theta in steps)
        {
            var kernel = Cv2.GetGaborKernel(new Size(KSize, KSize), Sigma, theta, Lambda, Gamma, 0, MatType.CV_64F);
            kernel /= 1 * kernel.Sum().Val0;
-            var filtered = new Mat(image.Size(), image.Type(), 0);
+            var filtered = new Mat(image.Size(), image.Type(), Scalar.All(0));
            Cv2.Filter2D(image, filtered, -1, kernel);
            Cv2.Max(newimage, filtered, newimage);
        }
--- a/Hawkeye.VisionBuilder.Workflow/Operations/Image/ImageSizeProportionOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/Image/ImageSizeProportionOperation.cs
@@ -21,7 +21,7 @@ public class ImageSizeProportionOperation:BaseOperation

        context.ActiveImage = new HawkeyeImage()
        {
-            ImageData = context.ActiveImage!.ImageData.Resize(Size.Zero, Width, Height)
+            ImageData = context.ActiveImage!.ImageData.Resize(new Size(0,0), Width, Height)
        };

        Status = $"Image resized to {context.ActiveImage.ImageData.Width}x{context.ActiveImage.ImageData.Height}";
--- a/Hawkeye.VisionBuilder.Workflow/Operations/Image/InvertOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/Image/InvertOperation.cs
@@ -18,7 +18,7 @@ public class InvertOperation:BaseOperation
        if (!CheckImageExists(context)) return;
        

-        var res = new Mat(context.ActiveImage.ImageData.Size(), context.ActiveImage.ImageData.Type(), 0);
+        var res = new Mat(context.ActiveImage.ImageData.Size(), context.ActiveImage.ImageData.Type(), Scalar.All(0));
        Cv2.BitwiseNot(context.ActiveImage.ImageData, res);
        context.ActiveImage = new HawkeyeImage()
        {
--- a/Hawkeye.VisionBuilder.Workflow/Operations/Morphology/TakeBiggestOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/Morphology/TakeBiggestOperation.cs
@@ -31,7 +31,7 @@ public class TakeBiggestOperation : BaseOperation
        var largestContour = contours.OrderByDescending(c => Cv2.ContourArea(c)).First();
        var mask = Mat.Zeros(image.Size(), MatType.CV_8UC1).ToMat();
        
-        Cv2.DrawContours(mask, new[] {largestContour}, -1, 255, -1);
+        Cv2.DrawContours(mask, new[] {largestContour}, -1, Scalar.All(255), -1);

        context.ActiveImage = new HawkeyeImage()
        {
--- a/Hawkeye.VisionBuilder.Workflow/Operations/Transformations/DistanceTransformOperation.cs
+++ b/Hawkeye.VisionBuilder.Workflow/Operations/Transformations/DistanceTransformOperation.cs
@@ -17,7 +17,7 @@ public class DistanceTransformOperation:BaseOperation
        
        Cv2.MinMaxLoc(distance, out double minVal, out var maxVal);
        // clamp the distance transform to 0-255
-        Cv2.Normalize(distance, res, 0, maxVal, NormTypes.MinMax, MatType.CV_8UC1);
+        Cv2.Normalize(distance, res, 0, maxVal, NormTypes.MinMax, (int)MatType.CV_8UC1);



--- a/Hawkeye.VisionBuilder/Hawkeye.VisionBuilder.csproj
+++ b/Hawkeye.VisionBuilder/Hawkeye.VisionBuilder.csproj
@@ -16,9 +16,9 @@
  <ItemGroup>
    <PackageReference Include="AutoCompleteMenu-ScintillaNET" Version="2.1.0" />
    <PackageReference Include="MathNet.Numerics" Version="5.0.0" />
-    <PackageReference Include="OpenCvSharp4" Version="4.6.0.20220608" />
-    <PackageReference Include="OpenCvSharp4.Extensions" Version="4.6.0.20220608" />
-    <PackageReference Include="OpenCvSharp4.runtime.win" Version="4.6.0.20220608" />
+    <PackageReference Include="OpenCvSharp4" Version="4.10.0.20241108" />
+    <PackageReference Include="OpenCvSharp4.Extensions" Version="4.10.0.20241108" />
+    <PackageReference Include="OpenCvSharp4.runtime.win" Version="4.10.0.20241108" />
    <PackageReference Include="Scintilla.NET" Version="5.3.2.7" />
    <PackageReference Include="WindowsAPICodePack" Version="8.0.6" />
  </ItemGroup>
--- a/Plugins/CandyboxPlugin/CandyboxPlugin.csproj
+++ b/Plugins/CandyboxPlugin/CandyboxPlugin.csproj
@@ -6,7 +6,7 @@
    <ImplicitUsings>enable</ImplicitUsings>
 	  <EnableDynamicLoading>true</EnableDynamicLoading>
    <Nullable>enable</Nullable>
-	  <OutDir>..\..\VisionBuilder.UI.Windows.Test\bin\Debug\Data\Plugins\CandyboxPlugin</OutDir>
+	  <OutDir>..\..\VisionBuilder.UI.Windows.Uno\bin\Debug\Data\Plugins\CandyboxPlugin</OutDir>
  </PropertyGroup>


--- a/Plugins/CandyboxPlugin/Detectors/BlisterDetector.cs
+++ b/Plugins/CandyboxPlugin/Detectors/BlisterDetector.cs
@@ -19,7 +19,7 @@ namespace CandyboxPlugin.Detectors
            // get this dll path
            var path=Assembly.GetCallingAssembly().Location;
            var dir=System.IO.Path.GetDirectoryName(path);
-            var modelPath = Path.Combine(dir,"models\\" + MODEL_NAME);
+            var modelPath = Path.Combine(dir,"models" , MODEL_NAME);
            _AIsession = new InferenceSession(modelPath, opts);
            _inputName = _AIsession.InputMetadata.First().Key;
            _dimensions = _AIsession.InputMetadata.First().Value.Dimensions;
--- a/Plugins/CandyboxPlugin/Detectors/CandyDetector.cs
+++ b/Plugins/CandyboxPlugin/Detectors/CandyDetector.cs
@@ -18,7 +18,7 @@ namespace CandyboxPlugin.Detectors
            // get this dll path
            var path = Assembly.GetCallingAssembly().Location;
            var dir = System.IO.Path.GetDirectoryName(path);
-            var modelPath = Path.Combine(dir, "models\\" + MODEL_NAME);
+            var modelPath = Path.Combine(dir, "models" , MODEL_NAME);
            _AIsession = new InferenceSession(modelPath, opts);
            _inputName = _AIsession.InputMetadata.First().Key;
            _dimensions = _AIsession.InputMetadata.First().Value.Dimensions;
--- a/Plugins/CandyboxPlugin/Modules/CandyboxRecipeCreationTool.cs
+++ b/Plugins/CandyboxPlugin/Modules/CandyboxRecipeCreationTool.cs
@@ -6,8 +6,9 @@ namespace CandyboxPlugin.Module;
 public class CandyboxRecipeCreationTool:IRecipeCreationTool
 {
    public bool Enabled { get; set; } = true;
-    public bool CreateRecipe(out string recipeName)
+    public Task<string?> CreateRecipeAsync()
    {
-        return MaterialInputBox.Prompt("Recipe name","", out recipeName)==DialogResult.OK;
+        var result = MaterialInputBox.Prompt("Recipe name","", out var recipeName);
+        return Task.FromResult(result == DialogResult.OK ? recipeName : null);
    }
 }
--- a/Plugins/LindtLeerformPlugin/LeerformModule.cs
+++ b/Plugins/LindtLeerformPlugin/LeerformModule.cs
@@ -0,0 +1,71 @@
+using Avalonia;
+using Avalonia.Controls;
+using Avalonia.Controls.ApplicationLifetimes;
+using LindtLeerformPlugin.Services;
+using LindtLeerformPlugin.ViewModels;
+using LindtLeerformPlugin.Views;
+using Serilog;
+using VisionBuilder.UI.Common;
+using VisionBuilder.UI.Common.Processing;
+using VisionBuilder.UI.Common.ViewModel.Classes;
+
+namespace LindtLeerformPlugin;
+
+public class LeerformModule : IVisionBuilderModule
+{
+    private readonly SingleCameraVM _singleCameraVm;
+    private readonly LeerformSettings _settings;
+    private readonly IImageSource _imageSource;
+    private readonly LeerformPatternRecognitionService _patternService;
+    private readonly LeerformRecipeStore _recipeStore;
+
+    public LeerformModule(
+        SingleCameraVM singleCameraVm,
+        LeerformSettings settings,
+        IImageSource imageSource,
+        LeerformPatternRecognitionService patternService,
+        LeerformRecipeStore recipeStore)
+    {
+        _singleCameraVm = singleCameraVm;
+        _settings = settings;
+        _imageSource = imageSource;
+        _patternService = patternService;
+        _recipeStore = recipeStore;
+    }
+
+    public void InitializeModule()
+    {
+        var calibrateButton = new ButtonDefinition("leerform_calibrate", "Calibrate", OnCalibrateClicked);
+        _singleCameraVm.AddButton(calibrateButton);
+    }
+
+    private void OnCalibrateClicked()
+    {
+        _ = ShowCalibrationWindowAsync();
+    }
+
+    private async Task ShowCalibrationWindowAsync()
+    {
+        try
+        {
+            if (Application.Current?.ApplicationLifetime is not IClassicDesktopStyleApplicationLifetime desktop)
+            {
+                Log.Warning("Avalonia desktop lifetime not available, cannot show calibration window.");
+                return;
+            }
+
+            var parent = desktop.MainWindow;
+            var vm = new CalibrationWindowViewModel(_imageSource, _settings, _singleCameraVm, _patternService, _recipeStore);
+            var window = new CalibrationWindow { DataContext = vm };
+
+            if (parent != null)
+                await window.ShowDialog(parent);
+            else
+                window.Show();
+        }
+        catch (Exception ex)
+        {
+            Log.Error(ex, "Error showing calibration window");
+        }
+    }
+}
--- a/Plugins/LindtLeerformPlugin/LeerformRecipeCreationTool.cs
+++ b/Plugins/LindtLeerformPlugin/LeerformRecipeCreationTool.cs
@@ -0,0 +1,26 @@
+using Avalonia;
+using Avalonia.Controls.ApplicationLifetimes;
+using LindtLeerformPlugin.Views;
+using VisionBuilder.UI.Common.ViewModel.Interfaces.UI;
+
+namespace LindtLeerformPlugin;
+
+public class LeerformRecipeCreationTool : IRecipeCreationTool
+{
+    public bool Enabled { get; set; } = true;
+
+    public async Task<string?> CreateRecipeAsync()
+    {
+        if (Application.Current?.ApplicationLifetime is not IClassicDesktopStyleApplicationLifetime desktop)
+            return null;
+
+        var parent = desktop.MainWindow;
+        if (parent == null)
+            return null;
+
+        var dialog = new RecipeNameDialog();
+        var result = await dialog.ShowDialog<string?>(parent);
+
+        return string.IsNullOrWhiteSpace(result) ? null : result;
+    }
+}
--- a/Plugins/LindtLeerformPlugin/LeerformRecognitionControl.cs
+++ b/Plugins/LindtLeerformPlugin/LeerformRecognitionControl.cs
@@ -0,0 +1,92 @@
+using System.Diagnostics;
+using LindtLeerformPlugin.Services;
+using OpenCvSharp;
+using Serilog;
+using VisionBuilder.UI.Common.Processing;
+using VisionBuilder.UI.Common.ViewModel.Classes;
+
+namespace LindtLeerformPlugin;
+
+public class LeerformRecognitionControl : BaseRecognitionControl
+{
+    private readonly IImageSource _imageSource;
+    private readonly LeerformPatternRecognitionService _patternService;
+    private readonly LeerformRecipeStore _recipeStore;
+    private Mat? _cameraMatrix;
+    private Mat? _distCoeffs;
+
+    public LeerformRecognitionControl(
+        LeerformRecognitionControlSettings settings,
+        IImageSource imageSource,
+        ILoadingService loadingService,
+        LeerformPatternRecognitionService patternService,
+        LeerformRecipeStore recipeStore) : base(settings, loadingService)
+    {
+        _imageSource = imageSource;
+        _patternService = patternService;
+        _recipeStore = recipeStore;
+    }
+
+    public override List<RecipeData> GetRecipesData()
+    {
+        var names = _recipeStore.ListRecipeNames();
+        if (names.Count == 0)
+            return [new RecipeData { RecipeName = "Default" }];
+
+        var recipes = new List<RecipeData>(names.Count);
+        foreach (var name in names)
+        {
+            var recipe = _recipeStore.Load(name);
+            recipes.Add(new RecipeData
+            {
+                RecipeName = name,
+                Image = recipe != null ? LeerformRecipeStore.DecodeThumbnail(recipe) : null
+            });
+        }
+        return recipes;
+    }
+
+    protected override void Initialize(RecipeData currentRecipe)
+    {
+        _cameraMatrix?.Dispose();
+        _distCoeffs?.Dispose();
+        _cameraMatrix = null;
+        _distCoeffs = null;
+
+        var calibrationData = CalibrationDataStore.Load();
+        if (calibrationData != null)
+        {
+            (_cameraMatrix, _distCoeffs) = CameraCalibrationService.LoadCalibrationMats(calibrationData);
+            Log.Information("Calibration data loaded (RMS error: {RmsError:F3})", calibrationData.RmsError);
+        }
+    }
+
+    protected override void WarmUp()
+    {
+    }
+
+    protected override (Mat originalImage, Mat analysisImage, TimeSpan processingTime, TimeSpan acquisitionTime, string[] errorNames)?
+        ProcessImage(CancellationToken token)
+    {
+        var sw = Stopwatch.StartNew();
+        var image = _imageSource.GetImage(token).Result;
+        
+
+        if (image == null)
+            return null;
+
+        var acquisitionTime = sw.Elapsed;
+
+        if (_cameraMatrix != null && _distCoeffs != null)
+        {
+            
+            var undistorted = new Mat();
+            Cv2.Undistort(image, undistorted, _cameraMatrix, _distCoeffs);
+            sw.Stop();
+
+            return (image, undistorted, sw.Elapsed, acquisitionTime, []);
+        }
+        sw.Stop();
+        return (image, image, TimeSpan.Zero, acquisitionTime, []);
+    }
+}
--- a/Plugins/LindtLeerformPlugin/LeerformRecognitionControlSettings.cs
+++ b/Plugins/LindtLeerformPlugin/LeerformRecognitionControlSettings.cs
@@ -0,0 +1,12 @@
+using Inspectron.Settings;
+using VisionBuilder.UI.Common.Processing;
+
+namespace LindtLeerformPlugin;
+
+public class LeerformRecognitionControlSettings(string cameraName) : BaseRecognitionControlSettings(cameraName)
+{
+    public override void RegisterSettings(InspectronSettings settings)
+    {
+        base.RegisterSettings(settings);
+    }
+}
--- a/Plugins/LindtLeerformPlugin/LeerformSettings.cs
+++ b/Plugins/LindtLeerformPlugin/LeerformSettings.cs
@@ -0,0 +1,25 @@
+using Inspectron.Settings;
+using VisionBuilder.UI.Common;
+
+namespace LindtLeerformPlugin;
+
+public class LeerformSettings : ISettings
+{
+    public string CameraName { get; }
+
+    public LeerformSettings(string cameraName)
+    {
+        CameraName = cameraName;
+    }
+
+    public int CheckerboardRows { get; set; } = 6;
+    public int CheckerboardCols { get; set; } = 9;
+    public string CalibrationImageDirectory { get; set; } = Path.Combine("..", "Data", "CalibrationImages");
+
+    public void RegisterSettings(InspectronSettings settings)
+    {
+        settings.RegisterSimple(this, () => CheckerboardRows, $"{CameraName}/Leerform", nameof(CheckerboardRows));
+        settings.RegisterSimple(this, () => CheckerboardCols, $"{CameraName}/Leerform", nameof(CheckerboardCols));
+        settings.RegisterSimple(this, () => CalibrationImageDirectory, $"{CameraName}/Leerform", nameof(CalibrationImageDirectory));
+    }
+}
--- a/Plugins/LindtLeerformPlugin/LindtLeerformPlugin.csproj
+++ b/Plugins/LindtLeerformPlugin/LindtLeerformPlugin.csproj
@@ -0,0 +1,45 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <TargetFramework>net8.0</TargetFramework>
+    <ImplicitUsings>enable</ImplicitUsings>
+    <Nullable>enable</Nullable>
+    <EnableDynamicLoading>true</EnableDynamicLoading>
+    <OutDir>..\..\VisionBuilder.UI.Avalonia.Uno\bin\Debug\Data\Plugins\LindtLeerformPlugin</OutDir>
+  </PropertyGroup>
+
+  <ItemGroup>
+    <ProjectReference Include="..\..\VisionBuilder.UI.Common\VisionBuilder.UI.Common.csproj">
+      <Private>false</Private>
+      <ExcludeAssets>runtime</ExcludeAssets>
+    </ProjectReference>
+    <ProjectReference Include="..\..\framework\Inspectron.Settings\Inspectron.Settings.csproj">
+      <Private>false</Private>
+      <ExcludeAssets>runtime</ExcludeAssets>
+    </ProjectReference>
+  </ItemGroup>
+
+  <ItemGroup>
+    <PackageReference Include="Avalonia" Version="11.2.3">
+      <Private>false</Private>
+      <ExcludeAssets>runtime</ExcludeAssets>
+    </PackageReference>
+    <PackageReference Include="Avalonia.Desktop" Version="11.2.3">
+      <Private>false</Private>
+      <ExcludeAssets>runtime</ExcludeAssets>
+    </PackageReference>
+    <PackageReference Include="Avalonia.Themes.Fluent" Version="11.2.3">
+      <Private>false</Private>
+      <ExcludeAssets>runtime</ExcludeAssets>
+    </PackageReference>
+    <PackageReference Include="CommunityToolkit.Mvvm" Version="8.4.0">
+      <Private>false</Private>
+      <ExcludeAssets>runtime</ExcludeAssets>
+    </PackageReference>
+    <PackageReference Include="OpenCvSharp4" Version="4.10.0.20241108">
+      <Private>false</Private>
+      <ExcludeAssets>runtime</ExcludeAssets>
+    </PackageReference>
+  </ItemGroup>
+
+</Project>
--- a/Plugins/LindtLeerformPlugin/Models/CalibrationData.cs
+++ b/Plugins/LindtLeerformPlugin/Models/CalibrationData.cs
@@ -0,0 +1,10 @@
+namespace LindtLeerformPlugin.Models;
+
+public class CalibrationData
+{
+    public double[] CameraMatrix { get; set; } = [];
+    public double[] DistCoeffs { get; set; } = [];
+    public double RmsError { get; set; }
+    public int ImageWidth { get; set; }
+    public int ImageHeight { get; set; }
+}
--- a/Plugins/LindtLeerformPlugin/Models/CellPattern.cs
+++ b/Plugins/LindtLeerformPlugin/Models/CellPattern.cs
@@ -0,0 +1,13 @@
+namespace LindtLeerformPlugin.Models;
+
+public class CellPattern
+{
+    public int Rows { get; set; } = 4;
+    public int Cols { get; set; } = 5;
+    public CellShape Shape { get; set; } = CellShape.Round;
+    public int Padding { get; set; } = 5;
+    public int RoiX { get; set; }
+    public int RoiY { get; set; }
+    public int RoiWidth { get; set; }
+    public int RoiHeight { get; set; }
+}
--- a/Plugins/LindtLeerformPlugin/Models/CellRegion.cs
+++ b/Plugins/LindtLeerformPlugin/Models/CellRegion.cs
@@ -0,0 +1,13 @@
+using OpenCvSharp;
+
+namespace LindtLeerformPlugin.Models;
+
+public class CellRegion
+{
+    public int Index { get; set; }
+    public int Row { get; set; }
+    public int Col { get; set; }
+    public Rect BoundingBox { get; set; }
+    public Point Center { get; set; }
+    public int Radius { get; set; }
+}
--- a/Plugins/LindtLeerformPlugin/Models/CellResult.cs
+++ b/Plugins/LindtLeerformPlugin/Models/CellResult.cs
@@ -0,0 +1,15 @@
+namespace LindtLeerformPlugin.Models;
+
+public class CellResult
+{
+    public int Index { get; set; }
+
+    /// <summary>True when no chocolate blobs were detected inside this cell (the form is empty as expected).</summary>
+    public bool IsGood { get; set; }
+
+    /// <summary>Number of contours inside the cell that passed the area filter.</summary>
+    public int BlobCount { get; set; }
+
+    /// <summary>Total pixel area classified as chocolate inside this cell (sum of accepted contour areas).</summary>
+    public int DetectedArea { get; set; }
+}
--- a/Plugins/LindtLeerformPlugin/Models/CellShape.cs
+++ b/Plugins/LindtLeerformPlugin/Models/CellShape.cs
@@ -0,0 +1,7 @@
+namespace LindtLeerformPlugin.Models;
+
+public enum CellShape
+{
+    Square,
+    Round
+}
--- a/Plugins/LindtLeerformPlugin/Models/LeerformRecipe.cs
+++ b/Plugins/LindtLeerformPlugin/Models/LeerformRecipe.cs
@@ -0,0 +1,21 @@
+namespace LindtLeerformPlugin.Models;
+
+public class LeerformRecipe
+{
+    public string RecipeName { get; set; } = string.Empty;
+    public CellPattern Pattern { get; set; } = new();
+
+    /// <summary>LAB a* threshold for white chocolate (THRESH_BINARY_INV). Pixels with a* below this become foreground.</summary>
+    public int AThreshold { get; set; } = 140;
+
+    /// <summary>LAB L* threshold for dark chocolate (THRESH_BINARY_INV). Pixels with L* below this become foreground.</summary>
+    public int LThreshold { get; set; } = 100;
+
+    /// <summary>Minimum contour area (px) for a detected blob to count.</summary>
+    public int MinBlobArea { get; set; } = 100;
+
+    /// <summary>Maximum contour area (px) for a detected blob to count.</summary>
+    public int MaxBlobArea { get; set; } = 5000;
+
+    public string ThumbnailBase64 { get; set; } = string.Empty;
+}
--- a/Plugins/LindtLeerformPlugin/Plugin.cs
+++ b/Plugins/LindtLeerformPlugin/Plugin.cs
@@ -0,0 +1,39 @@
+using LindtLeerformPlugin.Services;
+using Ninject;
+using VisionBuilder.UI.Common;
+using VisionBuilder.UI.Common.Plugins;
+using VisionBuilder.UI.Common.Processing;
+using VisionBuilder.UI.Common.ViewModel.Interfaces.UI;
+
+namespace LindtLeerformPlugin;
+
+public class Plugin : IPlugin
+{
+    public void RegisterGlobalModules(IKernel kernel)
+    {
+        kernel.Rebind<IRecipeCreationTool>().To<LeerformRecipeCreationTool>().InSingletonScope();
+    }
+
+    public void RegisterCameraModules(IKernel kernel, string cameraName)
+    {
+        kernel.Bind<LeerformSettings, ISettings>().ToConstant(new LeerformSettings(cameraName));
+
+        // Remove existing recognition settings ISettings binding before rebinding
+        var existingRecognitionControlSettings = kernel.GetBindings(typeof(BaseRecognitionControlSettings)).First();
+        var toRemove = kernel.GetBindings(typeof(ISettings))
+            .First(x => x.ProviderCallback.Target == existingRecognitionControlSettings.ProviderCallback.Target);
+        kernel.RemoveBinding(toRemove);
+
+        kernel.Bind<LeerformRecognitionControlSettings, BaseRecognitionControlSettings, ISettings>()
+            .ToConstant(new LeerformRecognitionControlSettings(cameraName));
+
+        kernel.Bind<LeerformPatternRecognitionService>().ToSelf().InSingletonScope();
+        kernel.Bind<LeerformRecipeStore>().ToSelf().InSingletonScope();
+
+        kernel.Rebind<IRecognitionControl>()
+            .To<LeerformRecognitionControl>()
+            .InSingletonScope();
+
+        kernel.RegisterModule<LeerformModule>();
+    }
+}
--- a/Plugins/LindtLeerformPlugin/Services/CalibrationDataStore.cs
+++ b/Plugins/LindtLeerformPlugin/Services/CalibrationDataStore.cs
@@ -0,0 +1,36 @@
+using System.Text.Json;
+using System.Text.Json.Serialization;
+using LindtLeerformPlugin.Models;
+
+namespace LindtLeerformPlugin.Services;
+
+public static class CalibrationDataStore
+{
+    private static readonly string FilePath = Path.Combine("..", "Data", "Config", "calibration.json");
+
+    private static readonly JsonSerializerOptions JsonOptions = new()
+    {
+        PropertyNameCaseInsensitive = true,
+        WriteIndented = true,
+        Converters = { new JsonStringEnumConverter() }
+    };
+
+    public static CalibrationData? Load()
+    {
+        if (!File.Exists(FilePath))
+            return null;
+
+        var json = File.ReadAllText(FilePath);
+        return JsonSerializer.Deserialize<CalibrationData>(json, JsonOptions);
+    }
+
+    public static void Save(CalibrationData data)
+    {
+        var directory = Path.GetDirectoryName(FilePath);
+        if (directory != null)
+            Directory.CreateDirectory(directory);
+
+        var json = JsonSerializer.Serialize(data, JsonOptions);
+        File.WriteAllText(FilePath, json);
+    }
+}
--- a/Plugins/LindtLeerformPlugin/Services/CameraCalibrationService.cs
+++ b/Plugins/LindtLeerformPlugin/Services/CameraCalibrationService.cs
@@ -0,0 +1,101 @@
+using LindtLeerformPlugin.Models;
+using OpenCvSharp;
+
+namespace LindtLeerformPlugin.Services;
+
+public static class CameraCalibrationService
+{
+    public static CalibrationData Calibrate(string imageDirectory, Size patternSize)
+    {
+        var imageFiles = Directory.GetFiles(imageDirectory, "*.png");
+        if (imageFiles.Length == 0)
+            throw new InvalidOperationException($"No PNG images found in {imageDirectory}");
+
+        var objectPointsList = new List<Mat>();
+        var imagePointsList = new List<Mat>();
+        Size imageSize = default;
+
+        int cornerCount = patternSize.Width * patternSize.Height;
+        var objPts = new Point3f[cornerCount];
+        for (int row = 0; row < patternSize.Height; row++)
+            for (int col = 0; col < patternSize.Width; col++)
+                objPts[row * patternSize.Width + col] = new Point3f(col, row, 0);
+
+        int found = 0;
+        foreach (var file in imageFiles)
+        {
+            using var image = Cv2.ImRead(file);
+            using var gray = new Mat();
+            Cv2.CvtColor(image, gray, ColorConversionCodes.BGR2GRAY);
+            imageSize = new Size(image.Width, image.Height);
+
+            if (Cv2.FindChessboardCorners(gray, patternSize, out var corners,
+                    ChessboardFlags.AdaptiveThresh | ChessboardFlags.FastCheck))
+            {
+                Cv2.CornerSubPix(gray, corners,
+                    new Size(11, 11), new Size(-1, -1),
+                    new TermCriteria(CriteriaTypes.Eps | CriteriaTypes.MaxIter, 30, 0.001));
+
+                var objMat = new Mat(cornerCount, 1, MatType.CV_32FC3);
+                for (int i = 0; i < cornerCount; i++)
+                    objMat.Set(i, 0, objPts[i]);
+                objectPointsList.Add(objMat);
+
+                var imgMat = new Mat(corners.Length, 1, MatType.CV_32FC2);
+                for (int i = 0; i < corners.Length; i++)
+                    imgMat.Set(i, 0, corners[i]);
+                imagePointsList.Add(imgMat);
+
+                found++;
+            }
+        }
+
+        if (found == 0)
+            throw new InvalidOperationException("Checkerboard corners not found in any image");
+
+        var cameraMatrix = new Mat();
+        var distCoeffs = new Mat();
+        double rms = Cv2.CalibrateCamera(
+            objectPointsList, imagePointsList, imageSize,
+            cameraMatrix, distCoeffs,
+            out _, out _);
+
+        var data = new CalibrationData
+        {
+            CameraMatrix = MatToArray(cameraMatrix),
+            DistCoeffs = MatToArray(distCoeffs),
+            RmsError = rms,
+            ImageWidth = imageSize.Width,
+            ImageHeight = imageSize.Height
+        };
+
+        cameraMatrix.Dispose();
+        distCoeffs.Dispose();
+        foreach (var m in objectPointsList) m.Dispose();
+        foreach (var m in imagePointsList) m.Dispose();
+
+        return data;
+    }
+
+    public static (Mat cameraMatrix, Mat distCoeffs) LoadCalibrationMats(CalibrationData data)
+    {
+        var cameraMatrix = new Mat(3, 3, MatType.CV_64F);
+        for (int i = 0; i < 9; i++)
+            cameraMatrix.Set(i / 3, i % 3, data.CameraMatrix[i]);
+
+        var distCoeffs = new Mat(1, data.DistCoeffs.Length, MatType.CV_64F);
+        for (int i = 0; i < data.DistCoeffs.Length; i++)
+            distCoeffs.Set(0, i, data.DistCoeffs[i]);
+
+        return (cameraMatrix, distCoeffs);
+    }
+
+    private static double[] MatToArray(Mat mat)
+    {
+        var total = mat.Rows * mat.Cols;
+        var arr = new double[total];
+        for (int i = 0; i < total; i++)
+            arr[i] = mat.At<double>(i / mat.Cols, i % mat.Cols);
+        return arr;
+    }
+}
--- a/Plugins/LindtLeerformPlugin/Services/ImageConverter.cs
+++ b/Plugins/LindtLeerformPlugin/Services/ImageConverter.cs
@@ -0,0 +1,13 @@
+using OpenCvSharp;
+
+namespace LindtLeerformPlugin.Services;
+
+public static class ImageConverter
+{
+    public static Avalonia.Media.Imaging.Bitmap MatToAvaloniaBitmap(Mat mat)
+    {
+        var encoded = mat.ImEncode(".bmp");
+        using var ms = new MemoryStream(encoded);
+        return new Avalonia.Media.Imaging.Bitmap(ms);
+    }
+}
--- a/Plugins/LindtLeerformPlugin/Services/LeerformPatternRecognitionService.cs
+++ b/Plugins/LindtLeerformPlugin/Services/LeerformPatternRecognitionService.cs
@@ -0,0 +1,218 @@
+using LindtLeerformPlugin.Models;
+using OpenCvSharp;
+
+namespace LindtLeerformPlugin.Services;
+
+public class LeerformPatternRecognitionService
+{
+    private static readonly Scalar GoodColor = new(0, 255, 0); // BGR Green
+    private static readonly Scalar BadColor = new(0, 0, 255);  // BGR Red
+
+    public IReadOnlyList<CellRegion> ComputeCells(CellPattern pattern)
+    {
+        var cells = new List<CellRegion>();
+        if (pattern.Rows <= 0 || pattern.Cols <= 0 || pattern.RoiWidth <= 0 || pattern.RoiHeight <= 0)
+            return cells;
+
+        var cellW = pattern.RoiWidth / pattern.Cols;
+        var cellH = pattern.RoiHeight / pattern.Rows;
+        var padding = Math.Max(0, pattern.Padding);
+
+        var index = 0;
+        for (var r = 0; r < pattern.Rows; r++)
+        {
+            for (var c = 0; c < pattern.Cols; c++)
+            {
+                var x = pattern.RoiX + c * cellW + padding;
+                var y = pattern.RoiY + r * cellH + padding;
+                var w = Math.Max(1, cellW - 2 * padding);
+                var h = Math.Max(1, cellH - 2 * padding);
+                var rect = new Rect(x, y, w, h);
+                var center = new Point(x + w / 2, y + h / 2);
+                var radius = Math.Max(1, Math.Min(w, h) / 2);
+
+                cells.Add(new CellRegion
+                {
+                    Index = index++,
+                    Row = r,
+                    Col = c,
+                    BoundingBox = rect,
+                    Center = center,
+                    Radius = radius
+                });
+            }
+        }
+        return cells;
+    }
+
+    public Mat BuildMask(CellPattern pattern, Size imageSize, int? cellIndex = null)
+    {
+        var mask = new Mat(imageSize, MatType.CV_8UC1, Scalar.All(0));
+        var cells = ComputeCells(pattern);
+        var color = Scalar.All(255);
+        var imageRect = new Rect(0, 0, imageSize.Width, imageSize.Height);
+
+        foreach (var cell in cells)
+        {
+            if (cellIndex.HasValue && cellIndex.Value != cell.Index)
+                continue;
+
+            var clipped = cell.BoundingBox & imageRect;
+            if (clipped.Width <= 0 || clipped.Height <= 0)
+                continue;
+
+            if (pattern.Shape == CellShape.Square)
+            {
+                Cv2.Rectangle(mask, clipped, color, thickness: -1);
+            }
+            else
+            {
+                Cv2.Circle(mask, cell.Center, cell.Radius, color, thickness: -1);
+            }
+        }
+        return mask;
+    }
+
+    /// <summary>
+    /// Build a single foreground mask covering both white and dark chocolate flecks on the pink mold,
+    /// using the LAB-channel thresholding approach from <c>jupiter/grid_test.ipynb</c>.
+    /// <list type="bullet">
+    /// <item><description><b>White chocolate</b> — pink mold has a* well above 128 (red), white sits near 128. Inverse-threshold a* so neutral pixels become foreground.</description></item>
+    /// <item><description><b>Dark chocolate</b> — pink mold is bright (high L*), dark chocolate is dark. Inverse-threshold L* so dark pixels become foreground.</description></item>
+    /// </list>
+    /// The two masks are OR-merged, then morphologically opened (3×3 ELLIPSE) and closed (5×5 ELLIPSE)
+    /// to drop single-pixel noise and merge speck fragments. Caller owns the returned <see cref="Mat"/>.
+    /// </summary>
+    public static Mat DetectChocolateMask(Mat bgrImage, int aThreshold, int lThreshold)
+    {
+        using var lab = new Mat();
+        Cv2.CvtColor(bgrImage, lab, ColorConversionCodes.BGR2Lab);
+        var channels = Cv2.Split(lab);
+        try
+        {
+            var lChan = channels[0];
+            var aChan = channels[1];
+
+            using var whiteMask = new Mat();
+            Cv2.Threshold(aChan, whiteMask, aThreshold, 255, ThresholdTypes.BinaryInv);
+
+            using var darkMask = new Mat();
+            Cv2.Threshold(lChan, darkMask, lThreshold, 255, ThresholdTypes.BinaryInv);
+
+            var combined = new Mat();
+            Cv2.BitwiseOr(whiteMask, darkMask, combined);
+
+            using var openKernel = Cv2.GetStructuringElement(MorphShapes.Ellipse, new Size(3, 3));
+            using var closeKernel = Cv2.GetStructuringElement(MorphShapes.Ellipse, new Size(5, 5));
+            Cv2.MorphologyEx(combined, combined, MorphTypes.Open, openKernel);
+            Cv2.MorphologyEx(combined, combined, MorphTypes.Close, closeKernel);
+
+            return combined;
+        }
+        finally
+        {
+            foreach (var ch in channels)
+                ch.Dispose();
+        }
+    }
+
+    public IReadOnlyList<CellResult> EvaluateCells(Mat bgrImage, LeerformRecipe recipe)
+    {
+        using var chocolateMask = DetectChocolateMask(bgrImage, recipe.AThreshold, recipe.LThreshold);
+
+        var cells = ComputeCells(recipe.Pattern);
+        var imageSize = new Size(bgrImage.Cols, bgrImage.Rows);
+        var results = new List<CellResult>(cells.Count);
+
+        foreach (var cell in cells)
+        {
+            using var cellMask = BuildMask(recipe.Pattern, imageSize, cell.Index);
+            using var perCell = new Mat();
+            Cv2.BitwiseAnd(chocolateMask, cellMask, perCell);
+
+            Cv2.FindContours(
+                perCell,
+                out var contours,
+                out _,
+                RetrievalModes.External,
+                ContourApproximationModes.ApproxSimple);
+
+            var blobs = 0;
+            var area = 0;
+            foreach (var contour in contours)
+            {
+                var contourArea = (int)Cv2.ContourArea(contour);
+                if (contourArea >= recipe.MinBlobArea && contourArea <= recipe.MaxBlobArea)
+                {
+                    blobs++;
+                    area += contourArea;
+                }
+            }
+
+            results.Add(new CellResult
+            {
+                Index = cell.Index,
+                IsGood = blobs == 0,
+                BlobCount = blobs,
+                DetectedArea = area
+            });
+        }
+
+        return results;
+    }
+
+    public Mat RenderOverlay(Mat bgrImage, CellPattern pattern, IReadOnlyList<CellResult> results)
+    {
+        var overlay = bgrImage.Clone();
+        var cells = ComputeCells(pattern);
+        var resultByIndex = results.ToDictionary(r => r.Index);
+        const int thickness = 2;
+
+        foreach (var cell in cells)
+        {
+            if (!resultByIndex.TryGetValue(cell.Index, out var result))
+                continue;
+
+            var color = result.IsGood ? GoodColor : BadColor;
+
+            if (pattern.Shape == CellShape.Square)
+                Cv2.Rectangle(overlay, cell.BoundingBox, color, thickness);
+            else
+                Cv2.Circle(overlay, cell.Center, cell.Radius, color, thickness);
+        }
+        return overlay;
+    }
+
+    public void DrawPattern(Mat target, CellPattern pattern, Scalar color, int thickness = 2)
+    {
+        var cells = ComputeCells(pattern);
+        foreach (var cell in cells)
+        {
+            if (pattern.Shape == CellShape.Square)
+                Cv2.Rectangle(target, cell.BoundingBox, color, thickness);
+            else
+                Cv2.Circle(target, cell.Center, cell.Radius, color, thickness);
+        }
+    }
+
+    public int? FindCellAtPoint(int x, int y, CellPattern pattern)
+    {
+        var cells = ComputeCells(pattern);
+        foreach (var cell in cells)
+        {
+            if (pattern.Shape == CellShape.Square)
+            {
+                if (cell.BoundingBox.Contains(x, y))
+                    return cell.Index;
+            }
+            else
+            {
+                var dx = x - cell.Center.X;
+                var dy = y - cell.Center.Y;
+                if (dx * dx + dy * dy <= cell.Radius * cell.Radius)
+                    return cell.Index;
+            }
+        }
+        return null;
+    }
+}
--- a/Plugins/LindtLeerformPlugin/Services/LeerformRecipeStore.cs
+++ b/Plugins/LindtLeerformPlugin/Services/LeerformRecipeStore.cs
@@ -0,0 +1,77 @@
+using System.Text.Json;
+using System.Text.Json.Serialization;
+using LindtLeerformPlugin.Models;
+using OpenCvSharp;
+
+namespace LindtLeerformPlugin.Services;
+
+public class LeerformRecipeStore
+{
+    private const string RecipeExtension = ".jleerform";
+
+    public string RecipesDirectory { get; } = Path.Combine("..", "Data", "Recipes");
+
+    private static readonly JsonSerializerOptions JsonOptions = new()
+    {
+        PropertyNameCaseInsensitive = true,
+        WriteIndented = true,
+        Converters = { new JsonStringEnumConverter() }
+    };
+
+    public IReadOnlyList<string> ListRecipeNames()
+    {
+        if (!Directory.Exists(RecipesDirectory))
+            return Array.Empty<string>();
+
+        return Directory.GetFiles(RecipesDirectory, "*" + RecipeExtension)
+            .Select(Path.GetFileNameWithoutExtension)
+            .Where(name => !string.IsNullOrEmpty(name))
+            .Select(name => name!)
+            .OrderBy(name => name, StringComparer.OrdinalIgnoreCase)
+            .ToList();
+    }
+
+    public LeerformRecipe? Load(string recipeName)
+    {
+        if (string.IsNullOrWhiteSpace(recipeName))
+            return null;
+
+        var path = GetRecipePath(recipeName);
+        if (!File.Exists(path))
+            return null;
+
+        var json = File.ReadAllText(path);
+        return JsonSerializer.Deserialize<LeerformRecipe>(json, JsonOptions);
+    }
+
+    public void Save(LeerformRecipe recipe)
+    {
+        if (string.IsNullOrWhiteSpace(recipe.RecipeName))
+            throw new ArgumentException("Recipe must have a name", nameof(recipe));
+
+        Directory.CreateDirectory(RecipesDirectory);
+        var path = GetRecipePath(recipe.RecipeName);
+        var json = JsonSerializer.Serialize(recipe, JsonOptions);
+        File.WriteAllText(path, json);
+    }
+
+    public static Mat? DecodeThumbnail(LeerformRecipe recipe)
+    {
+        if (string.IsNullOrEmpty(recipe.ThumbnailBase64))
+            return null;
+
+        try
+        {
+            var bytes = Convert.FromBase64String(recipe.ThumbnailBase64);
+            var mat = Cv2.ImDecode(bytes, ImreadModes.Color);
+            return mat.Empty() ? null : mat;
+        }
+        catch
+        {
+            return null;
+        }
+    }
+
+    private string GetRecipePath(string recipeName) =>
+        Path.Combine(RecipesDirectory, recipeName + RecipeExtension);
+}
--- a/Plugins/LindtLeerformPlugin/ViewModels/CalibrationWindowViewModel.cs
+++ b/Plugins/LindtLeerformPlugin/ViewModels/CalibrationWindowViewModel.cs
@@ -0,0 +1,437 @@
+using System.ComponentModel;
+using Avalonia.Threading;
+using CommunityToolkit.Mvvm.ComponentModel;
+using CommunityToolkit.Mvvm.Input;
+using LindtLeerformPlugin.Models;
+using LindtLeerformPlugin.Services;
+using OpenCvSharp;
+using Serilog;
+using VisionBuilder.UI.Common;
+using VisionBuilder.UI.Common.Processing;
+
+namespace LindtLeerformPlugin.ViewModels;
+
+public partial class CalibrationWindowViewModel : ObservableObject, IDisposable
+{
+    private readonly IImageSource _imageSource;
+    private readonly LeerformSettings _settings;
+    private readonly SingleCameraVM _singleCameraVm;
+    private readonly LeerformPatternRecognitionService _patternService;
+    private readonly LeerformRecipeStore _recipeStore;
+
+    private CancellationTokenSource? _previewCts;
+    private Mat? _lastFrame;
+    private Mat? _calibCameraMatrix;
+    private Mat? _calibDistCoeffs;
+    private Mat? _referenceFrame;
+
+    [ObservableProperty] private Avalonia.Media.Imaging.Bitmap? _previewImage;
+    [ObservableProperty] private string _statusText = "Ready";
+    [ObservableProperty] private int _capturedImageCount;
+    [ObservableProperty] private bool _isPreviewRunning;
+    [ObservableProperty] private bool _isCalibrated;
+    [ObservableProperty] private bool _applyCalibration;
+    [ObservableProperty] private string _calibrationImageDirectory;
+    [ObservableProperty] private double _rmsError;
+
+    // Pattern
+    [ObservableProperty] private decimal? _rows = 4m;
+    [ObservableProperty] private decimal? _cols = 5m;
+    [ObservableProperty] private CellShape _selectedCellShape = CellShape.Round;
+    [ObservableProperty] private decimal? _padding = 5m;
+
+    // ROI
+    [ObservableProperty] private decimal? _roiX = 0m;
+    [ObservableProperty] private decimal? _roiY = 0m;
+    [ObservableProperty] private decimal? _roiWidth = 0m;
+    [ObservableProperty] private decimal? _roiHeight = 0m;
+
+    // Detection thresholds (LAB-based, see LeerformPatternRecognitionService.DetectChocolateMask)
+    [ObservableProperty] private decimal? _aThreshold = 140m;
+    [ObservableProperty] private decimal? _lThreshold = 100m;
+    [ObservableProperty] private decimal? _minBlobArea = 100m;
+    [ObservableProperty] private decimal? _maxBlobArea = 5000m;
+
+    // Recipe
+    [ObservableProperty] private string _currentRecipeName = "default";
+
+    public CellShape[] AvailableCellShapes { get; } = Enum.GetValues<CellShape>();
+
+    public CalibrationWindowViewModel(
+        IImageSource imageSource,
+        LeerformSettings settings,
+        SingleCameraVM singleCameraVm,
+        LeerformPatternRecognitionService patternService,
+        LeerformRecipeStore recipeStore)
+    {
+        _imageSource = imageSource;
+        _settings = settings;
+        _singleCameraVm = singleCameraVm;
+        _patternService = patternService;
+        _recipeStore = recipeStore;
+
+        _calibrationImageDirectory = settings.CalibrationImageDirectory;
+
+        var calibrationData = CalibrationDataStore.Load();
+        _isCalibrated = calibrationData is { CameraMatrix.Length: > 0 };
+        _rmsError = calibrationData?.RmsError ?? 0;
+
+        if (_isCalibrated)
+            LoadCalibrationMats(calibrationData!);
+
+        UpdateCapturedImageCount();
+
+        _currentRecipeName = _singleCameraVm.SelectedRecipe?.RecipeName ?? "default";
+        _singleCameraVm.PropertyChanged += OnSingleCameraVmPropertyChanged;
+
+        TryLoadRecipe(_currentRecipeName);
+    }
+
+    private void OnSingleCameraVmPropertyChanged(object? sender, PropertyChangedEventArgs e)
+    {
+        if (e.PropertyName != nameof(SingleCameraVM.SelectedRecipe))
+            return;
+
+        var name = _singleCameraVm.SelectedRecipe?.RecipeName ?? "default";
+        Dispatcher.UIThread.Post(() =>
+        {
+            CurrentRecipeName = name;
+            TryLoadRecipe(name);
+        });
+    }
+
+    private void UpdateCapturedImageCount()
+    {
+        if (Directory.Exists(CalibrationImageDirectory))
+            CapturedImageCount = Directory.GetFiles(CalibrationImageDirectory, "*.png").Length;
+        else
+            CapturedImageCount = 0;
+    }
+
+    [RelayCommand]
+    private void StartPreview()
+    {
+        if (IsPreviewRunning) return;
+
+        IsPreviewRunning = true;
+        _previewCts = new CancellationTokenSource();
+        _ = PreviewLoopAsync(_previewCts.Token);
+        StatusText = "Preview running";
+    }
+
+    [RelayCommand]
+    private void StopPreview()
+    {
+        if (!IsPreviewRunning) return;
+
+        _previewCts?.Cancel();
+        IsPreviewRunning = false;
+        StatusText = "Preview stopped";
+    }
+
+    [RelayCommand]
+    private void CaptureImage()
+    {
+        if (_lastFrame == null || _lastFrame.Empty()) return;
+
+        Directory.CreateDirectory(CalibrationImageDirectory);
+        var filename = $"calib_{DateTime.Now:yyyyMMdd_HHmmss_fff}.png";
+        var path = Path.Combine(CalibrationImageDirectory, filename);
+        Cv2.ImWrite(path, _lastFrame);
+        UpdateCapturedImageCount();
+        StatusText = $"Captured: {filename}";
+    }
+
+    [RelayCommand]
+    private void RunCalibration()
+    {
+        try
+        {
+            StatusText = "Calibrating...";
+            var patternSize = new Size(_settings.CheckerboardCols, _settings.CheckerboardRows);
+            var data = CameraCalibrationService.Calibrate(CalibrationImageDirectory, patternSize);
+
+            CalibrationDataStore.Save(data);
+            _settings.CalibrationImageDirectory = CalibrationImageDirectory;
+
+            LoadCalibrationMats(data);
+            IsCalibrated = true;
+            RmsError = data.RmsError;
+            StatusText = $"Calibrated (RMS: {data.RmsError:F4})";
+        }
+        catch (Exception ex)
+        {
+            StatusText = $"Calibration error: {ex.Message}";
+        }
+    }
+
+    [RelayCommand]
+    private void ClearCalibrationImages()
+    {
+        if (!Directory.Exists(CalibrationImageDirectory)) return;
+
+        foreach (var file in Directory.GetFiles(CalibrationImageDirectory, "*.png"))
+            File.Delete(file);
+
+        UpdateCapturedImageCount();
+        StatusText = "Calibration images cleared";
+    }
+
+    [RelayCommand]
+    private void TestPattern() => RunTestPattern();
+
+    private void RunTestPattern()
+    {
+        using var frame = GetAnalysisFrame();
+        if (frame == null)
+        {
+            StatusText = "No active frame to test";
+            return;
+        }
+
+        try
+        {
+            var recipe = BuildCurrentRecipe();
+            var results = _patternService.EvaluateCells(frame, recipe);
+            using var overlay = _patternService.RenderOverlay(frame, recipe.Pattern, results);
+            var bitmap = ImageConverter.MatToAvaloniaBitmap(overlay);
+
+            var old = PreviewImage;
+            PreviewImage = bitmap;
+            old?.Dispose();
+
+            _referenceFrame?.Dispose();
+            _referenceFrame = frame.Clone();
+
+            var bad = results.Count(r => !r.IsGood);
+            StatusText = $"Test: {results.Count - bad} good / {bad} bad";
+        }
+        catch (Exception ex)
+        {
+            Log.Error(ex, "Failed to test pattern");
+            StatusText = $"Test error: {ex.Message}";
+        }
+    }
+
+    private Mat? GetAnalysisFrame()
+    {
+        if (_lastFrame == null || _lastFrame.Empty())
+            return null;
+
+        var frame = new Mat();
+        if (_calibCameraMatrix != null && _calibDistCoeffs != null)
+            Cv2.Undistort(_lastFrame, frame, _calibCameraMatrix, _calibDistCoeffs);
+        else
+            _lastFrame.CopyTo(frame);
+
+        return frame;
+    }
+
+    [RelayCommand]
+    private void SaveRecipe()
+    {
+        try
+        {
+            var recipe = BuildCurrentRecipe();
+            recipe.RecipeName = CurrentRecipeName;
+
+            if (_referenceFrame != null && !_referenceFrame.Empty())
+            {
+                using var thumb = new Mat();
+                Cv2.Resize(_referenceFrame, thumb, new Size(128, 128), 0, 0, InterpolationFlags.Area);
+                var bytes = thumb.ImEncode(".png");
+                recipe.ThumbnailBase64 = Convert.ToBase64String(bytes);
+            }
+
+            _recipeStore.Save(recipe);
+            StatusText = $"Saved recipe '{recipe.RecipeName}'";
+        }
+        catch (Exception ex)
+        {
+            Log.Error(ex, "Failed to save recipe");
+            StatusText = $"Save error: {ex.Message}";
+        }
+    }
+
+    private void TryLoadRecipe(string recipeName)
+    {
+        try
+        {
+            var recipe = _recipeStore.Load(recipeName);
+            if (recipe == null)
+                return;
+
+            Rows = recipe.Pattern.Rows;
+            Cols = recipe.Pattern.Cols;
+            SelectedCellShape = recipe.Pattern.Shape;
+            Padding = recipe.Pattern.Padding;
+            RoiX = recipe.Pattern.RoiX;
+            RoiY = recipe.Pattern.RoiY;
+            RoiWidth = recipe.Pattern.RoiWidth;
+            RoiHeight = recipe.Pattern.RoiHeight;
+
+            AThreshold = recipe.AThreshold;
+            LThreshold = recipe.LThreshold;
+            MinBlobArea = recipe.MinBlobArea;
+            MaxBlobArea = recipe.MaxBlobArea;
+
+            _referenceFrame?.Dispose();
+            _referenceFrame = LeerformRecipeStore.DecodeThumbnail(recipe);
+
+            StatusText = $"Loaded recipe '{recipeName}'";
+        }
+        catch (Exception ex)
+        {
+            Log.Warning(ex, "Failed to load recipe '{Recipe}'", recipeName);
+        }
+    }
+
+    private CellPattern BuildCurrentPattern() => new()
+    {
+        Rows = (int)(Rows ?? 1m),
+        Cols = (int)(Cols ?? 1m),
+        Shape = SelectedCellShape,
+        Padding = (int)(Padding ?? 0m),
+        RoiX = (int)(RoiX ?? 0m),
+        RoiY = (int)(RoiY ?? 0m),
+        RoiWidth = (int)(RoiWidth ?? 0m),
+        RoiHeight = (int)(RoiHeight ?? 0m)
+    };
+
+    private LeerformRecipe BuildCurrentRecipe() => new()
+    {
+        RecipeName = CurrentRecipeName,
+        Pattern = BuildCurrentPattern(),
+        AThreshold = (int)(AThreshold ?? 140m),
+        LThreshold = (int)(LThreshold ?? 100m),
+        MinBlobArea = (int)(MinBlobArea ?? 100m),
+        MaxBlobArea = (int)(MaxBlobArea ?? 5000m)
+    };
+
+    private async Task PreviewLoopAsync(CancellationToken ct)
+    {
+        while (!ct.IsCancellationRequested)
+        {
+            try
+            {
+                var frame = await _imageSource.GetImage(ct);
+
+                _lastFrame?.Dispose();
+                _lastFrame = frame;
+
+                if ((RoiWidth ?? 0m) <= 0m || (RoiHeight ?? 0m) <= 0m)
+                {
+                    var w = frame.Cols;
+                    var h = frame.Rows;
+                    await Dispatcher.UIThread.InvokeAsync(() =>
+                    {
+                        RoiX = 0;
+                        RoiY = 0;
+                        RoiWidth = w;
+                        RoiHeight = h;
+                    });
+                }
+
+                var bitmap = RenderFrame(frame);
+
+                await Dispatcher.UIThread.InvokeAsync(() =>
+                {
+                    var old = PreviewImage;
+                    PreviewImage = bitmap;
+                    old?.Dispose();
+                });
+            }
+            catch (OperationCanceledException)
+            {
+                break;
+            }
+            catch (Exception ex)
+            {
+                await Dispatcher.UIThread.InvokeAsync(() =>
+                    StatusText = $"Preview error: {ex.Message}");
+                break;
+            }
+        }
+    }
+
+    private static readonly Scalar GridColor = new(0, 255, 255); // BGR yellow
+
+    private Avalonia.Media.Imaging.Bitmap RenderFrame(Mat frame)
+    {
+        var displayFrame = frame;
+        var owned = false;
+
+        if (ApplyCalibration && _calibCameraMatrix != null && _calibDistCoeffs != null)
+        {
+            displayFrame = new Mat();
+            Cv2.Undistort(frame, displayFrame, _calibCameraMatrix, _calibDistCoeffs);
+            owned = true;
+        }
+
+        var pattern = BuildCurrentPattern();
+        if (pattern.Rows > 0 && pattern.Cols > 0 && pattern.RoiWidth > 0 && pattern.RoiHeight > 0)
+        {
+            if (!owned)
+            {
+                displayFrame = frame.Clone();
+                owned = true;
+            }
+            _patternService.DrawPattern(displayFrame, pattern, GridColor);
+        }
+
+        var bitmap = ImageConverter.MatToAvaloniaBitmap(displayFrame);
+
+        if (owned)
+            displayFrame.Dispose();
+
+        return bitmap;
+    }
+
+    private void RefreshPreview()
+    {
+        if (_lastFrame == null || _lastFrame.Empty()) return;
+
+        try
+        {
+            var bitmap = RenderFrame(_lastFrame);
+            var old = PreviewImage;
+            PreviewImage = bitmap;
+            old?.Dispose();
+        }
+        catch (Exception ex)
+        {
+            StatusText = $"Preview error: {ex.Message}";
+        }
+    }
+
+    partial void OnApplyCalibrationChanged(bool value) => RefreshPreview();
+    partial void OnRowsChanged(decimal? value) => RefreshPreview();
+    partial void OnColsChanged(decimal? value) => RefreshPreview();
+    partial void OnSelectedCellShapeChanged(CellShape value) => RefreshPreview();
+    partial void OnPaddingChanged(decimal? value) => RefreshPreview();
+    partial void OnRoiXChanged(decimal? value) => RefreshPreview();
+    partial void OnRoiYChanged(decimal? value) => RefreshPreview();
+    partial void OnRoiWidthChanged(decimal? value) => RefreshPreview();
+    partial void OnRoiHeightChanged(decimal? value) => RefreshPreview();
+    partial void OnAThresholdChanged(decimal? value) => RefreshPreview();
+    partial void OnLThresholdChanged(decimal? value) => RefreshPreview();
+    partial void OnMinBlobAreaChanged(decimal? value) => RefreshPreview();
+    partial void OnMaxBlobAreaChanged(decimal? value) => RefreshPreview();
+
+    private void LoadCalibrationMats(Models.CalibrationData data)
+    {
+        _calibCameraMatrix?.Dispose();
+        _calibDistCoeffs?.Dispose();
+        (_calibCameraMatrix, _calibDistCoeffs) = CameraCalibrationService.LoadCalibrationMats(data);
+    }
+
+    public void Dispose()
+    {
+        _singleCameraVm.PropertyChanged -= OnSingleCameraVmPropertyChanged;
+        StopPreview();
+        _lastFrame?.Dispose();
+        _referenceFrame?.Dispose();
+        _calibCameraMatrix?.Dispose();
+        _calibDistCoeffs?.Dispose();
+    }
+}
--- a/Plugins/LindtLeerformPlugin/Views/CalibrationWindow.axaml
+++ b/Plugins/LindtLeerformPlugin/Views/CalibrationWindow.axaml
@@ -0,0 +1,146 @@
+<Window xmlns="https://github.com/avaloniaui"
+        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+        xmlns:vm="using:LindtLeerformPlugin.ViewModels"
+        x:Class="LindtLeerformPlugin.Views.CalibrationWindow"
+        x:DataType="vm:CalibrationWindowViewModel"
+        Title="Leerform Calibration"
+        Width="1024" Height="800">
+
+    <Window.Styles>
+        <Style Selector="Button">
+            <Setter Property="Background" Value="White" />
+            <Setter Property="Foreground" Value="Red" />
+            <Setter Property="BorderBrush" Value="Red" />
+            <Setter Property="BorderThickness" Value="1" />
+            <Setter Property="FontWeight" Value="Bold" />
+        </Style>
+        <Style Selector="Button:pointerover /template/ ContentPresenter">
+            <Setter Property="Background" Value="#FFEBEE" />
+            <Setter Property="BorderBrush" Value="Red" />
+            <Setter Property="TextBlock.Foreground" Value="Red" />
+        </Style>
+        <Style Selector="Button:pressed /template/ ContentPresenter">
+            <Setter Property="Background" Value="#FFCDD2" />
+            <Setter Property="BorderBrush" Value="Red" />
+            <Setter Property="TextBlock.Foreground" Value="Red" />
+        </Style>
+    </Window.Styles>
+
+    <DockPanel>
+        <!-- Toolbar -->
+        <StackPanel DockPanel.Dock="Top" Orientation="Horizontal" Spacing="8" Margin="8">
+            <Button Content="START PREVIEW" Command="{Binding StartPreviewCommand}" IsEnabled="{Binding !IsPreviewRunning}" />
+            <Button Content="STOP PREVIEW" Command="{Binding StopPreviewCommand}" IsEnabled="{Binding IsPreviewRunning}" />
+            <Button Content="CAPTURE IMAGE" Command="{Binding CaptureImageCommand}" />
+        </StackPanel>
+
+        <!-- Status Bar -->
+        <Border DockPanel.Dock="Bottom" Background="#1E1E1E" Padding="8,4">
+            <StackPanel Orientation="Horizontal" Spacing="16">
+                <TextBlock Text="{Binding StatusText}" Foreground="LightGray" />
+                <TextBlock Foreground="LightGray">
+                    <TextBlock.Text>
+                        <MultiBinding StringFormat="Captured: {0}">
+                            <Binding Path="CapturedImageCount" />
+                        </MultiBinding>
+                    </TextBlock.Text>
+                </TextBlock>
+            </StackPanel>
+        </Border>
+
+        <!-- Settings Panel -->
+        <Border DockPanel.Dock="Right" Width="290" Padding="12" Background="White">
+            <ScrollViewer HorizontalScrollBarVisibility="Disabled" VerticalScrollBarVisibility="Auto">
+                <StackPanel Spacing="8" Margin="0,0,20,0">
+                    <TextBlock Text="Calibration Settings" FontWeight="Bold" FontSize="14" Foreground="Black" />
+
+
+                    <Button Content="CALIBRATE" Command="{Binding RunCalibrationCommand}" Margin="0,4" />
+                    <Button Content="CLEAR IMAGES" Command="{Binding ClearCalibrationImagesCommand}" Margin="0,4" />
+
+                    <Separator Margin="0,8" />
+
+                    <TextBlock Text="Calibrated" Foreground="LimeGreen" IsVisible="{Binding IsCalibrated}" />
+                    <TextBlock Foreground="Gray" IsVisible="{Binding IsCalibrated}">
+                        <TextBlock.Text>
+                            <MultiBinding StringFormat="RMS Error: {0:F4}">
+                                <Binding Path="RmsError" />
+                            </MultiBinding>
+                        </TextBlock.Text>
+                    </TextBlock>
+                    <CheckBox Content="Apply Calibration" IsChecked="{Binding ApplyCalibration}"
+                              IsEnabled="{Binding IsCalibrated}" Foreground="Black" Margin="0,4" />
+
+                    <Separator Margin="0,8" />
+
+                    <TextBlock Text="Pattern" FontWeight="Bold" FontSize="14" Foreground="Black" />
+
+                    <TextBlock Text="Rows" Foreground="Black" />
+                    <NumericUpDown Value="{Binding Rows}" Minimum="1" Maximum="200" Increment="1" FormatString="0" />
+
+                    <TextBlock Text="Cols" Foreground="Black" />
+                    <NumericUpDown Value="{Binding Cols}" Minimum="1" Maximum="200" Increment="1" FormatString="0" />
+
+                    <TextBlock Text="Shape" Foreground="Black" />
+                    <ComboBox ItemsSource="{Binding AvailableCellShapes}" SelectedItem="{Binding SelectedCellShape}" HorizontalAlignment="Stretch" />
+
+                    <TextBlock Text="Padding (px)" Foreground="Black" />
+                    <NumericUpDown Value="{Binding Padding}" Minimum="0" Maximum="500" Increment="1" FormatString="0" />
+
+                    <Separator Margin="0,8" />
+
+                    <TextBlock Text="ROI (px)" FontWeight="Bold" FontSize="14" Foreground="Black" />
+
+                    <TextBlock Text="X" Foreground="Black" />
+                    <NumericUpDown Value="{Binding RoiX}" Minimum="0" Maximum="100000" Increment="1" FormatString="0" />
+                    <TextBlock Text="Y" Foreground="Black" />
+                    <NumericUpDown Value="{Binding RoiY}" Minimum="0" Maximum="100000" Increment="1" FormatString="0" />
+                    <TextBlock Text="Width" Foreground="Black" />
+                    <NumericUpDown Value="{Binding RoiWidth}" Minimum="0" Maximum="100000" Increment="1" FormatString="0" />
+                    <TextBlock Text="Height" Foreground="Black" />
+                    <NumericUpDown Value="{Binding RoiHeight}" Minimum="0" Maximum="100000" Increment="1" FormatString="0" />
+
+                    <Separator Margin="0,8" />
+
+                    <TextBlock Text="Detection Thresholds" FontWeight="Bold" FontSize="14" Foreground="Black" />
+
+                    <TextBlock Text="A* (white chocolate, lower = stricter)" Foreground="Black" />
+                    <NumericUpDown Value="{Binding AThreshold}" Minimum="0" Maximum="255" Increment="1" FormatString="0" />
+
+                    <TextBlock Text="L* (dark chocolate, lower = stricter)" Foreground="Black" />
+                    <NumericUpDown Value="{Binding LThreshold}" Minimum="0" Maximum="255" Increment="1" FormatString="0" />
+
+                    <TextBlock Text="Min blob area (px)" Foreground="Black" />
+                    <NumericUpDown Value="{Binding MinBlobArea}" Minimum="0" Maximum="100000" Increment="10" FormatString="0" />
+
+                    <TextBlock Text="Max blob area (px)" Foreground="Black" />
+                    <NumericUpDown Value="{Binding MaxBlobArea}" Minimum="0" Maximum="1000000" Increment="100" FormatString="0" />
+
+                    <Button Content="TEST PATTERN" Command="{Binding TestPatternCommand}" Margin="0,8,0,4"
+                            HorizontalAlignment="Stretch" />
+
+                    <Separator Margin="0,8" />
+
+                    <TextBlock Text="Recipe" FontWeight="Bold" FontSize="14" Foreground="Black" />
+                    <TextBlock Foreground="Black">
+                        <TextBlock.Text>
+                            <MultiBinding StringFormat="Current: {0}">
+                                <Binding Path="CurrentRecipeName" />
+                            </MultiBinding>
+                        </TextBlock.Text>
+                    </TextBlock>
+                    <Button Content="SAVE RECIPE" Command="{Binding SaveRecipeCommand}" Margin="0,4"
+                            HorizontalAlignment="Stretch" />
+                </StackPanel>
+            </ScrollViewer>
+        </Border>
+
+        <!-- Live Preview -->
+        <Border Background="#1A1A1A" Margin="4">
+            <Image x:Name="PreviewImageControl"
+                   Source="{Binding PreviewImage}"
+                   Stretch="Uniform" />
+        </Border>
+    </DockPanel>
+
+</Window>
--- a/Plugins/LindtLeerformPlugin/Views/CalibrationWindow.axaml.cs
+++ b/Plugins/LindtLeerformPlugin/Views/CalibrationWindow.axaml.cs
@@ -0,0 +1,18 @@
+using Avalonia.Controls;
+using LindtLeerformPlugin.ViewModels;
+
+namespace LindtLeerformPlugin.Views;
+
+public partial class CalibrationWindow : Window
+{
+    public CalibrationWindow()
+    {
+        InitializeComponent();
+    }
+
+    protected override void OnClosing(WindowClosingEventArgs e)
+    {
+        (DataContext as CalibrationWindowViewModel)?.Dispose();
+        base.OnClosing(e);
+    }
+}
--- a/Plugins/LindtLeerformPlugin/Views/RecipeNameDialog.axaml
+++ b/Plugins/LindtLeerformPlugin/Views/RecipeNameDialog.axaml
@@ -0,0 +1,33 @@
+<Window xmlns="https://github.com/avaloniaui"
+        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+        x:Class="LindtLeerformPlugin.Views.RecipeNameDialog"
+        Title="New Recipe"
+        Width="400" Height="180"
+        CanResize="False"
+        WindowStartupLocation="CenterOwner">
+
+    <Grid RowDefinitions="Auto,Auto,Auto" Margin="16">
+        <TextBlock Grid.Row="0"
+                   Text="Recipe name:"
+                   FontSize="14"
+                   Margin="0,0,0,8" />
+
+        <TextBox Grid.Row="1"
+                 x:Name="TxtRecipeName"
+                 Margin="0,0,0,16" />
+
+        <StackPanel Grid.Row="2"
+                    Orientation="Horizontal"
+                    HorizontalAlignment="Right"
+                    Spacing="8">
+            <Button x:Name="BtnOk"
+                    Content="OK"
+                    Width="80" Height="36"
+                    HorizontalContentAlignment="Center" />
+            <Button x:Name="BtnCancel"
+                    Content="Cancel"
+                    Width="80" Height="36"
+                    HorizontalContentAlignment="Center" />
+        </StackPanel>
+    </Grid>
+</Window>
--- a/Plugins/LindtLeerformPlugin/Views/RecipeNameDialog.axaml.cs
+++ b/Plugins/LindtLeerformPlugin/Views/RecipeNameDialog.axaml.cs
@@ -0,0 +1,23 @@
+using Avalonia.Controls;
+using Avalonia.Input;
+
+namespace LindtLeerformPlugin.Views;
+
+public partial class RecipeNameDialog : Window
+{
+    public RecipeNameDialog()
+    {
+        InitializeComponent();
+
+        BtnOk.Click += (_, _) => Close(TxtRecipeName.Text);
+        BtnCancel.Click += (_, _) => Close(null);
+
+        TxtRecipeName.KeyDown += (_, e) =>
+        {
+            if (e.Key == Key.Enter)
+                Close(TxtRecipeName.Text);
+            else if (e.Key == Key.Escape)
+                Close(null);
+        };
+    }
+}
--- a/Plugins/LindtLeerformPlugin/jupiter/calibration.json
+++ b/Plugins/LindtLeerformPlugin/jupiter/calibration.json
@@ -0,0 +1,23 @@
+{
+  "CameraMatrix": [
+    2520.5848610442777,
+    0,
+    903.5347706837581,
+    0,
+    2522.5455493789846,
+    714.9728204617296,
+    0,
+    0,
+    1
+  ],
+  "DistCoeffs": [
+    -0.17606445822785338,
+    0.8803211909256239,
+    3.4191194540339253E-05,
+    0.003768837119214187,
+    -3.0648022036508693
+  ],
+  "RmsError": 0.9078398532362246,
+  "ImageWidth": 2028,
+  "ImageHeight": 1520
+}
--- a/Plugins/LindtLeerformPlugin/jupiter/grid_align.ipynb
+++ b/Plugins/LindtLeerformPlugin/jupiter/grid_align.ipynb
--- a/Plugins/LindtLeerformPlugin/jupiter/grid_corners.ipynb
+++ b/Plugins/LindtLeerformPlugin/jupiter/grid_corners.ipynb
--- a/Plugins/LindtLeerformPlugin/jupiter/grid_test.ipynb
+++ b/Plugins/LindtLeerformPlugin/jupiter/grid_test.ipynb
--- a/Plugins/LindtLeerformPlugin/jupiter/images/capture_20260331_105918.png
+++ b/Plugins/LindtLeerformPlugin/jupiter/images/capture_20260331_105918.png
--- a/Plugins/LindtLeerformPlugin/jupiter/images/capture_20260408_091544.png
+++ b/Plugins/LindtLeerformPlugin/jupiter/images/capture_20260408_091544.png
--- a/Plugins/LindtLeerformPlugin/jupiter/images/capture_20260408_164933.png
+++ b/Plugins/LindtLeerformPlugin/jupiter/images/capture_20260408_164933.png
--- a/Plugins/Pralinen/PackstrasseBarcodeReader/PackstrasseBarcodeReader.csproj
+++ b/Plugins/Pralinen/PackstrasseBarcodeReader/PackstrasseBarcodeReader.csproj
@@ -5,7 +5,7 @@
    <ImplicitUsings>enable</ImplicitUsings>
    <Nullable>enable</Nullable>
 	  <EnableDynamicLoading>true</EnableDynamicLoading>
-	  <OutDir>..\..\..\VisionBuilder.UI.Windows.Test\bin\Debug\Data\Plugins\PackstrasseBarcodeReader</OutDir>
+	  <OutDir>..\..\..\VisionBuilder.UI.Windows.Uno\bin\Debug\Data\Plugins\PackstrasseBarcodeReader</OutDir>
  </PropertyGroup>

  <ItemGroup>
--- a/Plugins/Pralinen/PralinenPLC/PralinenPLC.csproj
+++ b/Plugins/Pralinen/PralinenPLC/PralinenPLC.csproj
@@ -5,7 +5,7 @@
    <ImplicitUsings>enable</ImplicitUsings>
    <Nullable>enable</Nullable>
    <EnableDynamicLoading>true</EnableDynamicLoading>
-	<OutDir>D:\Inspectron\Hawkeye\code\VisionBuilder5\VisionBuilder.UI\VisionBuilder.UI.Windows.Test\bin\Debug\Data\Plugins\PralinenPLC</OutDir>
+	<OutDir>D:\Inspectron\Hawkeye\code\VisionBuilder5\VisionBuilder.UI\VisionBuilder.UI.Windows.Uno\bin\Debug\Data\Plugins\PralinenPLC</OutDir>
  </PropertyGroup>
 	
 	<ItemGroup>
--- a/Plugins/Siemens/B24SiemensPlugin/B24SiemensPlugin.csproj
+++ b/Plugins/Siemens/B24SiemensPlugin/B24SiemensPlugin.csproj
@@ -5,7 +5,7 @@
    <ImplicitUsings>enable</ImplicitUsings>
    <Nullable>enable</Nullable>
 	  <EnableDynamicLoading>true</EnableDynamicLoading>
-	  <OutDir>..\..\..\VisionBuilder.UI.Windows.Test\bin\Debug\Data\Plugins\B24SiemensPlugin</OutDir>
+	  <OutDir>..\..\..\VisionBuilder.UI.Windows.Uno\bin\Debug\Data\Plugins\B24SiemensPlugin</OutDir>
  </PropertyGroup>
 	<ItemGroup>
 		<ProjectReference Include="..\..\..\framework\Inspectron.Settings\Inspectron.Settings.csproj">
--- a/Plugins/TestPlugin/TestPlugin.csproj
+++ b/Plugins/TestPlugin/TestPlugin.csproj
@@ -5,7 +5,7 @@
    <ImplicitUsings>enable</ImplicitUsings>
    <Nullable>enable</Nullable>
 	  <EnableDynamicLoading>true</EnableDynamicLoading>
-	  <OutDir>D:\Inspectron\Hawkeye\code\VisionBuilder5\VisionBuilder.UI\VisionBuilder.UI.Windows.Test\bin\Debug\Data\Plugins\TestPlugin</OutDir>
+	  <OutDir>D:\Inspectron\Hawkeye\code\VisionBuilder5\VisionBuilder.UI\VisionBuilder.UI.Windows.Uno\bin\Debug\Data\Plugins\TestPlugin</OutDir>

  </PropertyGroup>

--- a/VisionBuilder.UI.Avalonia.Uno/App.axaml
+++ b/VisionBuilder.UI.Avalonia.Uno/App.axaml
@@ -0,0 +1,7 @@
+<Application xmlns="https://github.com/avaloniaui"
+             xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+             x:Class="VisionBuilder.UI.Avalonia.Uno.App">
+    <Application.Styles>
+        <FluentTheme />
+    </Application.Styles>
+</Application>
--- a/VisionBuilder.UI.Avalonia.Uno/App.axaml.cs
+++ b/VisionBuilder.UI.Avalonia.Uno/App.axaml.cs
@@ -0,0 +1,95 @@
+using Avalonia;
+using Avalonia.Controls.ApplicationLifetimes;
+using Avalonia.Markup.Xaml;
+using Inspectron.Settings;
+using Ninject;
+using Ninject.Extensions.ChildKernel;
+using VisionBuilder.UI.Common;
+using VisionBuilder.UI.Common.Plugins;
+using VisionBuilder.UI.Common.Processing;
+using VisionBuilder.UI.Common.Services;
+using VisionBuilder.UI.Common.ViewModel;
+using VisionBuilder.UI.IOCommander;
+using VisionBuilder.UI.Recipes.HawkeyeRecipe;
+using VisionBuilder.UI.Ringbuffer;
+using VisionBuilder.UI.Statistics;
+using VisionBuilder.UI.Avalonia;
+using VisionBuilder.UI.Avalonia.Uno.Views;
+using Lindt.Colorballs.Duo.Utils;
+using VisionBuilder.UI.Camera;
+
+namespace VisionBuilder.UI.Avalonia.Uno;
+
+public class App : Application
+{
+    private const string CAMERA1 = "Camera 1";
+
+    public override void Initialize()
+    {
+        AvaloniaXamlLoader.Load(this);
+    }
+
+    public override void OnFrameworkInitializationCompleted()
+    {
+        if (ApplicationLifetime is IClassicDesktopStyleApplicationLifetime desktop)
+        {
+            var args = desktop.Args ?? [];
+            var commandLineParser = new CommandLineParser(args);
+
+            var profile = commandLineParser.GetStringArgument("profile", 'p');
+
+            var settings = new InspectronSettings("../Data/Config", profile);
+
+            var mainKernel = Common.VisionBuilder.CreateMainKernel(settings);
+
+            mainKernel.UsePlugins(profile);
+
+            mainKernel
+                .UseIOCommander([CAMERA1])
+                .UseAvaloniaServices()
+                .RegisterGlobalPlugins();
+
+            mainKernel.Get<ILoadingService>().StartLoading("Camera initialization");
+
+            // CAMERA 1
+            ChildKernel kernelCamera1 = new ChildKernel(mainKernel);
+
+            kernelCamera1
+                .RegisterCamera(CAMERA1)
+                .UseStatistics(CAMERA1)
+                .UseRingbuffer(CAMERA1)
+                .UseHawkeyeRecipes(CAMERA1)
+                .UseCameraIOCommander(CAMERA1)
+                .RegisterCameraPlugins(CAMERA1);
+
+            // LOAD SETTINGS
+            mainKernel.RegisterSettings();
+            kernelCamera1.RegisterSettings();
+            settings.LoadSettings();
+
+            // Create camera and bind it (must be after settings load)
+            kernelCamera1.UseCamera();
+
+            // Initialize modules
+            mainKernel.InitializeModules();
+            kernelCamera1.InitializeModules();
+
+            mainKernel.Get<ILoadingService>().StopLoading("Camera initialization");
+
+            var mainWindowVm = mainKernel.Get<MainWindowVM>();
+            mainWindowVm.SingleCameraVms = [
+                kernelCamera1.Get<SingleCameraVM>()
+            ];
+
+            var avaloniaUiSettings = mainKernel.Get<AvaloniaUISettings>();
+            var uiConfiguration = mainKernel.Get<UIConfiguration>();
+            var passwordInputService = mainKernel.Get<IPasswordInputService>();
+
+            settings.LoadSettings();
+
+            desktop.MainWindow = new MainWindow(mainWindowVm, avaloniaUiSettings, uiConfiguration, passwordInputService);
+        }
+
+        base.OnFrameworkInitializationCompleted();
+    }
+}
--- a/VisionBuilder.UI.Avalonia.Uno/Program.cs
+++ b/VisionBuilder.UI.Avalonia.Uno/Program.cs
@@ -0,0 +1,27 @@
+using Avalonia;
+using Avalonia.LinuxFramebuffer;
+using Serilog;
+
+namespace VisionBuilder.UI.Avalonia.Uno;
+
+public class Program
+{
+    [STAThread]
+    public static void Main(string[] args)
+    {
+        Log.Logger = new LoggerConfiguration()
+            .MinimumLevel.Debug()
+            .WriteTo.Console()
+            .CreateLogger();
+
+        if (args.Contains("--drm"))
+            BuildAvaloniaApp().StartLinuxDrm(args, card: null, scaling: 1.0);
+        else
+            BuildAvaloniaApp().StartWithClassicDesktopLifetime(args);
+    }
+
+    public static AppBuilder BuildAvaloniaApp()
+        => AppBuilder.Configure<App>()
+            .UsePlatformDetect()
+            .LogToTrace();
+}
--- a/VisionBuilder.UI.Avalonia.Uno/Views/MainWindow.axaml
+++ b/VisionBuilder.UI.Avalonia.Uno/Views/MainWindow.axaml
@@ -0,0 +1,64 @@
+<Window xmlns="https://github.com/avaloniaui"
+        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+        xmlns:views="using:VisionBuilder.UI.Avalonia.Views"
+        x:Class="VisionBuilder.UI.Avalonia.Uno.Views.MainWindow"
+        Title="VisionBuilder UNO"
+        Width="1920" Height="1080"
+        WindowStartupLocation="CenterScreen"
+        Background="#FFFFFF">
+
+    <Grid RowDefinitions="*,1,Auto">
+        <!-- Main camera view -->
+        <views:SingleCameraView x:Name="SingleCameraView" Grid.Row="0" />
+
+        <!-- Divider -->
+        <Border Grid.Row="1" Background="#D32F2F" />
+
+        <!-- Bottom bar -->
+        <Grid Grid.Row="2" Height="70" Background="White">
+            <StackPanel x:Name="BottomBarPanel" Orientation="Horizontal"
+                        HorizontalAlignment="Center"
+                        VerticalAlignment="Center"
+                        Spacing="8">
+                <Button x:Name="BtnSettings"
+                        Content="SETTINGS"
+                        Width="176" Height="48"
+                        FontSize="14" FontWeight="Bold"
+                        HorizontalContentAlignment="Center"
+                        VerticalContentAlignment="Center"
+                        BorderBrush="#D32F2F"
+                        BorderThickness="2"
+                        Background="White"
+                        Foreground="#D32F2F" />
+                <Button x:Name="BtnMinimize"
+                        Content="MINIMIZE"
+                        Width="176" Height="48"
+                        FontSize="14" FontWeight="Bold"
+                        HorizontalContentAlignment="Center"
+                        VerticalContentAlignment="Center"
+                        BorderBrush="#D32F2F"
+                        BorderThickness="2"
+                        Background="White"
+                        Foreground="#D32F2F" />
+                <Button x:Name="BtnExit"
+                        Content="EXIT"
+                        Width="176" Height="48"
+                        FontSize="14" FontWeight="Bold"
+                        HorizontalContentAlignment="Center"
+                        VerticalContentAlignment="Center"
+                        BorderBrush="#D32F2F"
+                        BorderThickness="2"
+                        Background="White"
+                        Foreground="#D32F2F" />
+            </StackPanel>
+
+            <TextBlock x:Name="LblVersion"
+                       Text="v0.0.0"
+                       HorizontalAlignment="Right"
+                       VerticalAlignment="Bottom"
+                       Margin="0,0,8,4"
+                       FontSize="12"
+                       Foreground="#888888" />
+        </Grid>
+    </Grid>
+</Window>
--- a/VisionBuilder.UI.Avalonia.Uno/Views/MainWindow.axaml.cs
+++ b/VisionBuilder.UI.Avalonia.Uno/Views/MainWindow.axaml.cs
@@ -0,0 +1,217 @@
+using System.Collections.Specialized;
+using System.ComponentModel;
+using System.Reflection;
+using Avalonia;
+using Avalonia.Controls;
+using Avalonia.Controls.Primitives;
+using Avalonia.Interactivity;
+using Avalonia.Media;
+using Avalonia.Threading;
+using VisionBuilder.UI.Avalonia;
+using VisionBuilder.UI.Common;
+using VisionBuilder.UI.Common.Services;
+using VisionBuilder.UI.Common.ViewModel;
+using VisionBuilder.UI.Common.ViewModel.Classes;
+
+namespace VisionBuilder.UI.Avalonia.Uno.Views;
+
+public partial class MainWindow : Window
+{
+    private readonly MainWindowVM _mainWindowVm;
+    private readonly AvaloniaUISettings _avaloniaUiSettings;
+    private readonly UIConfiguration _uiConfiguration;
+    private readonly IPasswordInputService _passwordInputService;
+    private readonly Dictionary<string, Control> _dynamicButtonControls = new();
+
+    public MainWindow(MainWindowVM mainWindowVm, AvaloniaUISettings avaloniaUiSettings,
+        UIConfiguration uiConfiguration, IPasswordInputService passwordInputService)
+    {
+        _mainWindowVm = mainWindowVm;
+        _avaloniaUiSettings = avaloniaUiSettings;
+        _uiConfiguration = uiConfiguration;
+        _passwordInputService = passwordInputService;
+
+        InitializeComponent();
+
+        DataContext = _mainWindowVm;
+
+        SingleCameraView.SetViewModel(_mainWindowVm.SingleCameraVms[0]);
+
+        BtnSettings.Click += BtnSettings_Click;
+        BtnMinimize.Click += BtnMinimize_Click;
+        BtnExit.Click += BtnExit_Click;
+
+        var version = Assembly.GetExecutingAssembly().GetName().Version;
+        LblVersion.Text = version != null ? $"v{version.Major}.{version.Minor}.{version.Build}" : "v0.0.0";
+
+        _mainWindowVm.PropertyChanged += MainWindowVm_PropertyChanged;
+
+        _mainWindowVm.DynamicButtons.CollectionChanged += DynamicButtons_CollectionChanged;
+        foreach (var btn in _mainWindowVm.DynamicButtons)
+            AddDynamicButton(btn);
+    }
+
+    protected override void OnOpened(EventArgs e)
+    {
+        base.OnOpened(e);
+        _mainWindowVm.OnProgramStarted();
+
+        if (_avaloniaUiSettings.FullScreen)
+        {
+            WindowState = WindowState.Maximized;
+        }
+    }
+
+    protected override void OnClosed(EventArgs e)
+    {
+        base.OnClosed(e);
+        _mainWindowVm.OnProgramClosed();
+        Environment.Exit(0);
+    }
+
+    private void MainWindowVm_PropertyChanged(object? sender, PropertyChangedEventArgs e)
+    {
+        if (e.PropertyName == nameof(_mainWindowVm.TestMode))
+        {
+            // Toggle accent color for test mode visual indication
+            // Green background when test mode is active
+            if (_mainWindowVm.TestMode)
+            {
+                Background = new global::Avalonia.Media.SolidColorBrush(
+                    global::Avalonia.Media.Color.FromRgb(0x2E, 0x7D, 0x32)); // Green800
+            }
+            else
+            {
+                Background = new global::Avalonia.Media.SolidColorBrush(
+                    global::Avalonia.Media.Colors.White);
+            }
+        }
+    }
+
+    private async void BtnSettings_Click(object? sender, RoutedEventArgs e)
+    {
+        if (_uiConfiguration.ProtectSettingsWithPassword)
+        {
+            var passwordOk = await _passwordInputService.GetPasswordAsync() == _uiConfiguration.AdminPassword;
+            if (!passwordOk)
+                return;
+        }
+        _mainWindowVm.SettingsCommand.Execute(null);
+    }
+
+    private void BtnMinimize_Click(object? sender, RoutedEventArgs e)
+    {
+        WindowState = WindowState.Minimized;
+    }
+
+    private void BtnExit_Click(object? sender, RoutedEventArgs e)
+    {
+        _mainWindowVm.OnProgramClosed();
+        Environment.Exit(0);
+    }
+
+    private void DynamicButtons_CollectionChanged(object? sender, NotifyCollectionChangedEventArgs e)
+    {
+        Dispatcher.UIThread.Post(() =>
+        {
+            switch (e.Action)
+            {
+                case NotifyCollectionChangedAction.Add:
+                    foreach (ButtonDefinition btn in e.NewItems!)
+                        AddDynamicButton(btn);
+                    break;
+                case NotifyCollectionChangedAction.Remove:
+                    foreach (ButtonDefinition btn in e.OldItems!)
+                        RemoveDynamicButton(btn);
+                    break;
+                case NotifyCollectionChangedAction.Reset:
+                    foreach (var ctrl in _dynamicButtonControls.Values)
+                        BottomBarPanel.Children.Remove(ctrl);
+                    _dynamicButtonControls.Clear();
+                    break;
+            }
+        });
+    }
+
+    private void AddDynamicButton(ButtonDefinition buttonDef)
+    {
+        Control control;
+        if (buttonDef.Type == EButtonType.Toggle)
+        {
+            var toggleBtn = new ToggleButton
+            {
+                Content = buttonDef.Title.ToUpperInvariant(),
+                Width = 176,
+                Height = 48,
+                FontSize = 14,
+                FontWeight = FontWeight.Bold,
+                HorizontalContentAlignment = global::Avalonia.Layout.HorizontalAlignment.Center,
+                VerticalContentAlignment = global::Avalonia.Layout.VerticalAlignment.Center,
+                IsChecked = buttonDef.IsToggled,
+                IsVisible = buttonDef.IsVisible,
+                BorderBrush = new SolidColorBrush(Color.FromRgb(0xD3, 0x2F, 0x2F)),
+                BorderThickness = new Thickness(2),
+                Background = Brushes.White,
+                Foreground = new SolidColorBrush(Color.FromRgb(0xD3, 0x2F, 0x2F))
+            };
+            toggleBtn.Click += (_, _) => buttonDef.Execute();
+            buttonDef.PropertyChanged += (_, args) =>
+            {
+                Dispatcher.UIThread.Post(() =>
+                {
+                    if (args.PropertyName == nameof(ButtonDefinition.IsVisible))
+                        toggleBtn.IsVisible = buttonDef.IsVisible;
+                    else if (args.PropertyName == nameof(ButtonDefinition.IsToggled))
+                        toggleBtn.IsChecked = buttonDef.IsToggled;
+                });
+            };
+            control = toggleBtn;
+        }
+        else
+        {
+            var btn = new Button
+            {
+                Content = buttonDef.Title.ToUpperInvariant(),
+                Width = 176,
+                Height = 48,
+                FontSize = 14,
+                FontWeight = FontWeight.Bold,
+                HorizontalContentAlignment = global::Avalonia.Layout.HorizontalAlignment.Center,
+                VerticalContentAlignment = global::Avalonia.Layout.VerticalAlignment.Center,
+                IsVisible = buttonDef.IsVisible,
+                BorderBrush = new SolidColorBrush(Color.FromRgb(0xD3, 0x2F, 0x2F)),
+                BorderThickness = new Thickness(2),
+                Background = Brushes.White,
+                Foreground = new SolidColorBrush(Color.FromRgb(0xD3, 0x2F, 0x2F))
+            };
+            btn.Click += (_, _) => buttonDef.Execute();
+            buttonDef.PropertyChanged += (_, args) =>
+            {
+                Dispatcher.UIThread.Post(() =>
+                {
+                    if (args.PropertyName == nameof(ButtonDefinition.IsVisible))
+                        btn.IsVisible = buttonDef.IsVisible;
+                });
+            };
+            control = btn;
+        }
+
+        // Insert before BtnMinimize
+        var minimizeIndex = BottomBarPanel.Children.IndexOf(BtnMinimize);
+        if (minimizeIndex >= 0)
+            BottomBarPanel.Children.Insert(minimizeIndex, control);
+        else
+            BottomBarPanel.Children.Add(control);
+
+        _dynamicButtonControls[buttonDef.Key] = control;
+    }
+
+    private void RemoveDynamicButton(ButtonDefinition buttonDef)
+    {
+        if (_dynamicButtonControls.TryGetValue(buttonDef.Key, out var ctrl))
+        {
+            BottomBarPanel.Children.Remove(ctrl);
+            _dynamicButtonControls.Remove(buttonDef.Key);
+        }
+    }
+}
--- a/VisionBuilder.UI.Avalonia.Uno/VisionBuilder.UI.Avalonia.Uno.csproj
+++ b/VisionBuilder.UI.Avalonia.Uno/VisionBuilder.UI.Avalonia.Uno.csproj
@@ -0,0 +1,39 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <OutputType>Exe</OutputType>
+    <TargetFramework>net8.0</TargetFramework>
+    <!--<RuntimeIdentifier>linux-arm64</RuntimeIdentifier>-->
+    <Nullable>enable</Nullable>
+    <ImplicitUsings>enable</ImplicitUsings>
+    <Deterministic>false</Deterministic>
+    <Version>2.0.14</Version>
+  </PropertyGroup>
+
+  <ItemGroup>
+    <PackageReference Include="Avalonia.Desktop" Version="11.2.3" />
+    <PackageReference Include="Avalonia.LinuxFramebuffer" Version="11.2.3" />
+    <PackageReference Include="Ninject.Extensions.ChildKernel" Version="3.3.0" />
+    <PackageReference Include="OpenCvSharp4.runtime.win" Version="4.10.0.20241108" />
+    <PackageReference Include="swety.OpenCvSharp4.runtime.linux-arm64" Version="4.10.0.20241108" />
+    <!-- Override transitive GPU OnnxRuntime with CPU-only (GPU has no linux-arm64 natives) -->
+    <PackageReference Include="Microsoft.ML.OnnxRuntime.Gpu" Version="1.18.0" ExcludeAssets="all" />
+    <PackageReference Include="Microsoft.ML.OnnxRuntime.Gpu.Windows" Version="1.18.0" ExcludeAssets="all" />
+    <PackageReference Include="Microsoft.ML.OnnxRuntime.Gpu.Linux" Version="1.18.0" ExcludeAssets="all" />
+    <PackageReference Include="Microsoft.ML.OnnxRuntime" Version="1.18.0" />
+    <PackageReference Include="Serilog.Sinks.Console" Version="6.0.0" />
+  </ItemGroup>
+
+  <ItemGroup>
+    <ProjectReference Include="..\VisionBuilder.UI.Avalonia\VisionBuilder.UI.Avalonia.csproj" />
+    <ProjectReference Include="..\framework\Inspectron.Settings\Inspectron.Settings.csproj" />
+    <ProjectReference Include="..\Hawkeye.VisionBuilder.UI.Sources.Emulation\Hawkeye.VisionBuilder.UI.Sources.Emulation.csproj" />
+    <ProjectReference Include="..\VisionBuilder.UI.Camera\VisionBuilder.UI.Camera.csproj" />
+    <ProjectReference Include="..\VisionBuilder.UI.Common\VisionBuilder.UI.Common.csproj" />
+    <ProjectReference Include="..\VisionBuilder.UI.IOCommander\VisionBuilder.UI.IOCommander.csproj" />
+    <ProjectReference Include="..\VisionBuilder.UI.Recipes.HawkeyeRecipe\VisionBuilder.UI.Recipes.HawkeyeRecipe.csproj" />
+    <ProjectReference Include="..\VisionBuilder.UI.Ringbuffer\VisionBuilder.UI.Ringbuffer.csproj" />
+    <ProjectReference Include="..\VisionBuilder.UI.Statistics\VisionBuilder.UI.Statistics.csproj" />
+  </ItemGroup>
+
+</Project>
--- a/VisionBuilder.UI.Avalonia/AvaloniaUISettings.cs
+++ b/VisionBuilder.UI.Avalonia/AvaloniaUISettings.cs
@@ -0,0 +1,14 @@
+using Inspectron.Settings;
+using VisionBuilder.UI.Common;
+
+namespace VisionBuilder.UI.Avalonia;
+
+public class AvaloniaUISettings : ISettings
+{
+    public bool FullScreen { get; set; } = false;
+
+    public void RegisterSettings(InspectronSettings settings)
+    {
+        settings.RegisterSimple(this, () => this.FullScreen, "System", nameof(FullScreen));
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Converters/BoolToVisibilityConverter.cs
+++ b/VisionBuilder.UI.Avalonia/Converters/BoolToVisibilityConverter.cs
@@ -0,0 +1,17 @@
+using System.Globalization;
+using Avalonia.Data.Converters;
+
+namespace VisionBuilder.UI.Avalonia.Converters;
+
+public class BoolToVisibilityConverter : IValueConverter
+{
+    public object? Convert(object? value, Type targetType, object? parameter, CultureInfo culture)
+    {
+        return value is true;
+    }
+
+    public object? ConvertBack(object? value, Type targetType, object? parameter, CultureInfo culture)
+    {
+        throw new NotImplementedException();
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Converters/MatToBitmapConverter.cs
+++ b/VisionBuilder.UI.Avalonia/Converters/MatToBitmapConverter.cs
@@ -0,0 +1,23 @@
+using System.Globalization;
+using Avalonia.Data.Converters;
+using OpenCvSharp;
+using VisionBuilder.UI.Avalonia.Services;
+
+namespace VisionBuilder.UI.Avalonia.Converters;
+
+public class MatToBitmapConverter : IValueConverter
+{
+    public object? Convert(object? value, Type targetType, object? parameter, CultureInfo culture)
+    {
+        if (value is Mat mat && !mat.Empty())
+        {
+            return ImageConverter.MatToAvaloniaBitmap(mat);
+        }
+        return null;
+    }
+
+    public object? ConvertBack(object? value, Type targetType, object? parameter, CultureInfo culture)
+    {
+        throw new NotImplementedException();
+    }
+}
--- a/VisionBuilder.UI.Avalonia/ModuleExtensions.cs
+++ b/VisionBuilder.UI.Avalonia/ModuleExtensions.cs
@@ -0,0 +1,22 @@
+using Ninject;
+using VisionBuilder.UI.Common;
+using VisionBuilder.UI.Common.Processing;
+using VisionBuilder.UI.Common.Services;
+using VisionBuilder.UI.Common.ViewModel.Interfaces.UI;
+using VisionBuilder.UI.Avalonia.Services;
+
+namespace VisionBuilder.UI.Avalonia;
+
+public static class ModuleExtensions
+{
+    public static IKernel UseAvaloniaServices(this IKernel self)
+    {
+        self.Bind<ISettingsService>().To<AvaloniaSettingsService>().InSingletonScope();
+        self.Bind<ILoadingService>().To<AvaloniaLoadingService>().InSingletonScope();
+        self.Bind<IRecipeSelectionDialogService>().To<AvaloniaRecipeSelectionDialogService>().InSingletonScope();
+        self.Bind<IImagePreviewService>().To<AvaloniaImagePreviewService>().InSingletonScope();
+        self.Bind<IPasswordInputService>().To<AvaloniaPasswordInputService>().InSingletonScope();
+        self.Bind<AvaloniaUISettings, ISettings>().To<AvaloniaUISettings>().InSingletonScope();
+        return self;
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Services/AvaloniaImagePreviewService.cs
+++ b/VisionBuilder.UI.Avalonia/Services/AvaloniaImagePreviewService.cs
@@ -0,0 +1,26 @@
+using VisionBuilder.UI.Common.ViewModel;
+using VisionBuilder.UI.Common.ViewModel.Interfaces.UI;
+using VisionBuilder.UI.Avalonia.Views;
+using Avalonia;
+using Avalonia.Controls;
+using Avalonia.Controls.ApplicationLifetimes;
+
+namespace VisionBuilder.UI.Avalonia.Services;
+
+public class AvaloniaImagePreviewService : IImagePreviewService
+{
+    public async Task ShowImagePreviewAsync(ErrorPreviewVM errorPreviewVm)
+    {
+        var dialog = new ImagePreviewDialog(errorPreviewVm);
+        var parent = GetMainWindow();
+        if (parent != null)
+            await dialog.ShowDialog(parent);
+    }
+
+    private static Window? GetMainWindow()
+    {
+        if (Application.Current?.ApplicationLifetime is IClassicDesktopStyleApplicationLifetime desktop)
+            return desktop.MainWindow;
+        return null;
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Services/AvaloniaLoadingService.cs
+++ b/VisionBuilder.UI.Avalonia/Services/AvaloniaLoadingService.cs
@@ -0,0 +1,17 @@
+using Serilog;
+using VisionBuilder.UI.Common.Processing;
+
+namespace VisionBuilder.UI.Avalonia.Services;
+
+public class AvaloniaLoadingService : ILoadingService
+{
+    public void StartLoading(string title)
+    {
+        Log.Information("Loading: {Title}", title);
+    }
+
+    public void StopLoading(string title)
+    {
+        Log.Information("Loaded: {Title}", title);
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Services/AvaloniaPasswordInputService.cs
+++ b/VisionBuilder.UI.Avalonia/Services/AvaloniaPasswordInputService.cs
@@ -0,0 +1,26 @@
+using VisionBuilder.UI.Common.Services;
+using VisionBuilder.UI.Avalonia.Views;
+using Avalonia;
+using Avalonia.Controls;
+using Avalonia.Controls.ApplicationLifetimes;
+
+namespace VisionBuilder.UI.Avalonia.Services;
+
+public class AvaloniaPasswordInputService : IPasswordInputService
+{
+    public async Task<string?> GetPasswordAsync()
+    {
+        var dialog = new PasswordDialog();
+        var parent = GetMainWindow();
+        if (parent != null)
+            return await dialog.ShowDialog<string?>(parent);
+        return null;
+    }
+
+    private static Window? GetMainWindow()
+    {
+        if (Application.Current?.ApplicationLifetime is IClassicDesktopStyleApplicationLifetime desktop)
+            return desktop.MainWindow;
+        return null;
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Services/AvaloniaRecipeSelectionDialogService.cs
+++ b/VisionBuilder.UI.Avalonia/Services/AvaloniaRecipeSelectionDialogService.cs
@@ -0,0 +1,38 @@
+using VisionBuilder.UI.Common.ViewModel;
+using VisionBuilder.UI.Common.ViewModel.Interfaces.UI;
+using VisionBuilder.UI.Avalonia.Views;
+using Avalonia;
+using Avalonia.Controls;
+using Avalonia.Controls.ApplicationLifetimes;
+
+namespace VisionBuilder.UI.Avalonia.Services;
+
+public class AvaloniaRecipeSelectionDialogService : IRecipeSelectionDialogService
+{
+    private readonly IRecipeCreationTool _recipeCreationTool;
+
+    public AvaloniaRecipeSelectionDialogService(IRecipeCreationTool recipeCreationTool)
+    {
+        _recipeCreationTool = recipeCreationTool;
+    }
+
+    public async Task<bool> SelectRecipeAsync(RecipeSelectionVM recipeSelectionVm)
+    {
+        var tcs = new TaskCompletionSource<bool>();
+        var dialog = new RecipeSelectionDialog(recipeSelectionVm, _recipeCreationTool, tcs);
+        var parent = GetMainWindow();
+        if (parent != null)
+        {
+            await dialog.ShowDialog(parent);
+            return tcs.Task.IsCompleted && tcs.Task.Result;
+        }
+        return false;
+    }
+
+    private static Window? GetMainWindow()
+    {
+        if (Application.Current?.ApplicationLifetime is IClassicDesktopStyleApplicationLifetime desktop)
+            return desktop.MainWindow;
+        return null;
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Services/AvaloniaSettingsService.cs
+++ b/VisionBuilder.UI.Avalonia/Services/AvaloniaSettingsService.cs
@@ -0,0 +1,38 @@
+using Avalonia;
+using Avalonia.Controls;
+using Avalonia.Controls.ApplicationLifetimes;
+using Inspectron.Settings;
+using Inspectron.Settings.Avalonia.Configuration;
+using VisionBuilder.UI.Common.ViewModel.Interfaces.UI;
+
+namespace VisionBuilder.UI.Avalonia.Services;
+
+public class AvaloniaSettingsService : ISettingsService
+{
+    private readonly InspectronSettings _settings;
+
+    public AvaloniaSettingsService(InspectronSettings settings)
+    {
+        _settings = settings;
+    }
+
+    public async Task ShowSettingsDialogAsync()
+    {
+        var dialog = new OptionsWindow(new DefaultControlFactory());
+        dialog.LoadFromSettings(_settings);
+        var parent = GetMainWindow();
+        if (parent != null)
+        {
+            var result = await dialog.ShowDialog<bool>(parent);
+            if (result)
+                _settings.SaveSettings();
+        }
+    }
+
+    private static Window? GetMainWindow()
+    {
+        if (Application.Current?.ApplicationLifetime is IClassicDesktopStyleApplicationLifetime desktop)
+            return desktop.MainWindow;
+        return null;
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Services/ImageConverter.cs
+++ b/VisionBuilder.UI.Avalonia/Services/ImageConverter.cs
@@ -0,0 +1,13 @@
+using OpenCvSharp;
+
+namespace VisionBuilder.UI.Avalonia.Services;
+
+public static class ImageConverter
+{
+    public static global::Avalonia.Media.Imaging.Bitmap MatToAvaloniaBitmap(Mat mat)
+    {
+        var encoded = mat.ImEncode(".bmp");
+        using var ms = new MemoryStream(encoded);
+        return new global::Avalonia.Media.Imaging.Bitmap(ms);
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Views/ImagePreviewDialog.axaml
+++ b/VisionBuilder.UI.Avalonia/Views/ImagePreviewDialog.axaml
@@ -0,0 +1,87 @@
+<Window xmlns="https://github.com/avaloniaui"
+        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+        x:Class="VisionBuilder.UI.Avalonia.Views.ImagePreviewDialog"
+        Title="Image Preview"
+        WindowState="Maximized"
+        WindowStartupLocation="CenterOwner"
+        Background="White"
+        CanResize="True">
+
+    <Grid RowDefinitions="Auto,Auto,*" Margin="16">
+        <!-- Row 0: Error name label -->
+        <TextBlock x:Name="LblImageName"
+                   Grid.Row="0"
+                   HorizontalAlignment="Center"
+                   FontSize="16"
+                   Margin="0,8,0,0" />
+
+        <!-- Row 1: Toolbar buttons -->
+        <Grid Grid.Row="1" Margin="0,8,0,8">
+            <!-- Left-aligned buttons -->
+            <StackPanel Orientation="Horizontal"
+                        HorizontalAlignment="Left"
+                        Spacing="8">
+                <Button x:Name="BtnPrev"
+                        Content="PREVIOUS IMAGE"
+                        Width="168" Height="64"
+                        FontSize="14" FontWeight="Bold"
+                        HorizontalContentAlignment="Center"
+                        VerticalContentAlignment="Center"
+                        BorderBrush="#D32F2F"
+                        BorderThickness="2"
+                        Background="White"
+                        Foreground="#D32F2F" />
+                <Button x:Name="BtnSwitchView"
+                        Content="SHOW ORIGINAL"
+                        Width="168" Height="64"
+                        FontSize="14" FontWeight="Bold"
+                        HorizontalContentAlignment="Center"
+                        VerticalContentAlignment="Center"
+                        BorderBrush="#D32F2F"
+                        BorderThickness="2"
+                        Background="White"
+                        Foreground="#D32F2F" />
+            </StackPanel>
+
+            <!-- Right-aligned buttons -->
+            <StackPanel Orientation="Horizontal"
+                        HorizontalAlignment="Right"
+                        Spacing="8">
+                <Button x:Name="BtnLearn"
+                        Content="LEARN THIS"
+                        Width="168" Height="64"
+                        IsVisible="False"
+                        FontSize="14" FontWeight="Bold"
+                        HorizontalContentAlignment="Center"
+                        VerticalContentAlignment="Center"
+                        BorderBrush="#D32F2F"
+                        BorderThickness="2"
+                        Background="White"
+                        Foreground="#D32F2F" />
+                <Button x:Name="BtnNext"
+                        Content="NEXT IMAGE"
+                        Width="168" Height="64"
+                        FontSize="14" FontWeight="Bold"
+                        HorizontalContentAlignment="Center"
+                        VerticalContentAlignment="Center"
+                        BorderBrush="#D32F2F"
+                        BorderThickness="2"
+                        Background="White"
+                        Foreground="#D32F2F" />
+                <Button x:Name="BtnClose"
+                        Content="CLOSE"
+                        Width="168" Height="64"
+                        FontSize="14" FontWeight="Bold"
+                        HorizontalContentAlignment="Center"
+                        VerticalContentAlignment="Center"
+                        Background="#D32F2F"
+                        Foreground="White" />
+            </StackPanel>
+        </Grid>
+
+        <!-- Row 2: Image -->
+        <Image x:Name="PreviewImage"
+               Grid.Row="2"
+               Stretch="Uniform" />
+    </Grid>
+</Window>
--- a/VisionBuilder.UI.Avalonia/Views/ImagePreviewDialog.axaml.cs
+++ b/VisionBuilder.UI.Avalonia/Views/ImagePreviewDialog.axaml.cs
@@ -0,0 +1,74 @@
+using System.ComponentModel;
+using Avalonia.Controls;
+using VisionBuilder.UI.Avalonia.Services;
+using VisionBuilder.UI.Common.ViewModel;
+
+namespace VisionBuilder.UI.Avalonia.Views;
+
+public partial class ImagePreviewDialog : Window
+{
+    private readonly ErrorPreviewVM _previewVm;
+
+    public ImagePreviewDialog(ErrorPreviewVM errorPreviewVm)
+    {
+        _previewVm = errorPreviewVm;
+
+        InitializeComponent();
+
+        _previewVm.PropertyChanged += PreviewVm_PropertyChanged;
+
+        // Initial state
+        UpdateImage();
+        BtnLearn.IsVisible = _previewVm.LearnButtonVisible;
+        BtnPrev.IsEnabled = _previewVm.IsPreviousImageEnabled;
+        BtnNext.IsEnabled = _previewVm.IsNextImageEnabled;
+        LblImageName.Text = _previewVm.ImageName;
+
+        // Wire button events (direct method calls like WinForms)
+        BtnPrev.Click += (_, _) => _previewVm.PreviousImage();
+        BtnNext.Click += (_, _) => _previewVm.NextImage();
+        BtnSwitchView.Click += (_, _) => _previewVm.SwitchView();
+        BtnLearn.Click += (_, _) => _previewVm.Learn();
+        BtnClose.Click += (_, _) => Close();
+    }
+
+    private void PreviewVm_PropertyChanged(object? sender, PropertyChangedEventArgs e)
+    {
+        global::Avalonia.Threading.Dispatcher.UIThread.Post(() =>
+        {
+            switch (e.PropertyName)
+            {
+                case nameof(ErrorPreviewVM.ImageAnalysis):
+                    UpdateImage();
+                    break;
+                case nameof(ErrorPreviewVM.LearnButtonVisible):
+                    BtnLearn.IsVisible = _previewVm.LearnButtonVisible;
+                    break;
+                case nameof(ErrorPreviewVM.IsPreviousImageEnabled):
+                    BtnPrev.IsEnabled = _previewVm.IsPreviousImageEnabled;
+                    break;
+                case nameof(ErrorPreviewVM.IsNextImageEnabled):
+                    BtnNext.IsEnabled = _previewVm.IsNextImageEnabled;
+                    break;
+                case nameof(ErrorPreviewVM.ImageName):
+                    LblImageName.Text = _previewVm.ImageName;
+                    break;
+                case nameof(ErrorPreviewVM.OriginalView):
+                    BtnSwitchView.Content = _previewVm.OriginalView ? "SHOW ANALYSIS" : "SHOW ORIGINAL";
+                    break;
+            }
+        });
+    }
+
+    private void UpdateImage()
+    {
+        if (_previewVm.ImageAnalysis != null && !_previewVm.ImageAnalysis.Empty())
+        {
+            PreviewImage.Source = ImageConverter.MatToAvaloniaBitmap(_previewVm.ImageAnalysis);
+        }
+        else
+        {
+            PreviewImage.Source = null;
+        }
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Views/PasswordDialog.axaml
+++ b/VisionBuilder.UI.Avalonia/Views/PasswordDialog.axaml
@@ -0,0 +1,34 @@
+<Window xmlns="https://github.com/avaloniaui"
+        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+        x:Class="VisionBuilder.UI.Avalonia.Views.PasswordDialog"
+        Title="Password Required"
+        Width="400" Height="180"
+        CanResize="False"
+        WindowStartupLocation="CenterOwner">
+
+    <Grid RowDefinitions="Auto,Auto,Auto" Margin="16">
+        <TextBlock Grid.Row="0"
+                   Text="Enter password:"
+                   FontSize="14"
+                   Margin="0,0,0,8" />
+
+        <TextBox Grid.Row="1"
+                 x:Name="TxtPassword"
+                 PasswordChar="*"
+                 Margin="0,0,0,16" />
+
+        <StackPanel Grid.Row="2"
+                    Orientation="Horizontal"
+                    HorizontalAlignment="Right"
+                    Spacing="8">
+            <Button x:Name="BtnOk"
+                    Content="OK"
+                    Width="80" Height="36"
+                    HorizontalContentAlignment="Center" />
+            <Button x:Name="BtnCancel"
+                    Content="Cancel"
+                    Width="80" Height="36"
+                    HorizontalContentAlignment="Center" />
+        </StackPanel>
+    </Grid>
+</Window>
--- a/VisionBuilder.UI.Avalonia/Views/PasswordDialog.axaml.cs
+++ b/VisionBuilder.UI.Avalonia/Views/PasswordDialog.axaml.cs
@@ -0,0 +1,23 @@
+using Avalonia.Controls;
+using Avalonia.Input;
+
+namespace VisionBuilder.UI.Avalonia.Views;
+
+public partial class PasswordDialog : Window
+{
+    public PasswordDialog()
+    {
+        InitializeComponent();
+
+        BtnOk.Click += (_, _) => Close(TxtPassword.Text);
+        BtnCancel.Click += (_, _) => Close(null);
+
+        TxtPassword.KeyDown += (_, e) =>
+        {
+            if (e.Key == Key.Enter)
+                Close(TxtPassword.Text);
+            else if (e.Key == Key.Escape)
+                Close(null);
+        };
+    }
+}
--- a/VisionBuilder.UI.Avalonia/Views/RecipeSelectionDialog.axaml
+++ b/VisionBuilder.UI.Avalonia/Views/RecipeSelectionDialog.axaml
@@ -0,0 +1,49 @@
+<Window xmlns="https://github.com/avaloniaui"
+        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+        x:Class="VisionBuilder.UI.Avalonia.Views.RecipeSelectionDialog"
+        Title="Select Recipe"
+        Width="800" Height="600"
+        WindowStartupLocation="CenterOwner"
+        Background="White">
+
+    <Grid RowDefinitions="*,Auto">
+        <ListBox x:Name="RecipeList"
+                 Grid.Row="0"
+                 Margin="8"
+                 Background="White"
+                 SelectionMode="Single">
+            <ListBox.ItemsPanel>
+                <ItemsPanelTemplate>
+                    <WrapPanel Orientation="Horizontal" />
+                </ItemsPanelTemplate>
+            </ListBox.ItemsPanel>
+        </ListBox>
+
+        <StackPanel Grid.Row="1"
+                    Orientation="Horizontal"
+                    HorizontalAlignment="Right"
+                    Margin="8" Spacing="8">
+            <Button x:Name="BtnCreateNew"
+                    Content="CREATE NEW RECIPE"
+                    IsVisible="False"
+                    Height="48" Padding="16,0"
+                    FontSize="14" FontWeight="Bold"
+                    HorizontalContentAlignment="Center"
+                    VerticalContentAlignment="Center"
+                    BorderBrush="#D32F2F"
+                    BorderThickness="2"
+                    Background="White"
+                    Foreground="#D32F2F" />
+            <Button x:Name="BtnCancel"
+                    Content="CANCEL"
+                    Height="48" Width="176" Padding="16,0"
+                    FontSize="14" FontWeight="Bold"
+                    HorizontalContentAlignment="Center"
+                    VerticalContentAlignment="Center"
+                    BorderBrush="#D32F2F"
+                    BorderThickness="2"
+                    Background="White"
+                    Foreground="#D32F2F" />
+        </StackPanel>
+    </Grid>
+</Window>
--- a/VisionBuilder.UI.Avalonia/Views/RecipeSelectionDialog.axaml.cs
+++ b/VisionBuilder.UI.Avalonia/Views/RecipeSelectionDialog.axaml.cs
@@ -0,0 +1,130 @@
+using Avalonia.Controls;
+using Avalonia.Layout;
+using Avalonia.Media;
+using Avalonia.Media.Imaging;
+using VisionBuilder.UI.Avalonia.Services;
+using VisionBuilder.UI.Common.ViewModel;
+using VisionBuilder.UI.Common.ViewModel.Classes;
+using VisionBuilder.UI.Common.ViewModel.Interfaces.UI;
+
+namespace VisionBuilder.UI.Avalonia.Views;
+
+public partial class RecipeSelectionDialog : global::Avalonia.Controls.Window
+{
+    private readonly RecipeSelectionVM _recipeSelectionVm;
+    private readonly IRecipeCreationTool _recipeCreationTool;
+    private readonly TaskCompletionSource<bool> _tcs;
+
+    public RecipeSelectionDialog(RecipeSelectionVM recipeSelectionVm, IRecipeCreationTool recipeCreationTool, TaskCompletionSource<bool> tcs)
+    {
+        _recipeSelectionVm = recipeSelectionVm;
+        _recipeCreationTool = recipeCreationTool;
+        _tcs = tcs;
+
+        InitializeComponent();
+
+        if (_recipeCreationTool.Enabled)
+        {
+            BtnCreateNew.IsVisible = true;
+        }
+
+        BtnCancel.Click += (_, _) =>
+        {
+            _tcs.TrySetResult(false);
+            Close();
+        };
+        BtnCreateNew.Click += BtnCreateNew_Click;
+
+        Closed += (_, _) => _tcs.TrySetResult(false);
+
+        LoadRecipes();
+    }
+
+    private void LoadRecipes()
+    {
+        var recipes = _recipeSelectionVm.Recipes.OrderBy(x => x.RecipeName).ToList();
+        var items = new List<RecipeItem>();
+
+        foreach (var recipe in recipes)
+        {
+            Bitmap? thumbnail = null;
+            try
+            {
+                if (recipe.Image != null && !recipe.Image.Empty())
+                {
+                    thumbnail = ImageConverter.MatToAvaloniaBitmap(
+                        recipe.Image.Resize(new OpenCvSharp.Size(128, 128)));
+                }
+            }
+            catch
+            {
+                // Ignore conversion errors
+            }
+
+            items.Add(new RecipeItem(recipe, thumbnail));
+        }
+
+        RecipeList.ItemsSource = items;
+
+        RecipeList.ItemTemplate = new global::Avalonia.Controls.Templates.FuncDataTemplate<RecipeItem>((item, _) =>
+        {
+            var panel = new StackPanel
+            {
+                Width = 140,
+                Margin = new global::Avalonia.Thickness(4),
+                HorizontalAlignment = HorizontalAlignment.Center
+            };
+
+            var image = new Image
+            {
+                Source = item.Thumbnail,
+                Width = 128,
+                Height = 128,
+                Stretch = Stretch.Uniform
+            };
+
+            if (item.Thumbnail == null)
+            {
+                image.Source = null;
+            }
+
+            var text = new TextBlock
+            {
+                Text = item.Recipe.RecipeName,
+                HorizontalAlignment = HorizontalAlignment.Center,
+                TextTrimming = global::Avalonia.Media.TextTrimming.CharacterEllipsis,
+                FontSize = 12,
+                Margin = new global::Avalonia.Thickness(0, 4, 0, 0)
+            };
+
+            panel.Children.Add(image);
+            panel.Children.Add(text);
+            return panel;
+        });
+
+        RecipeList.SelectionChanged += RecipeList_SelectionChanged;
+    }
+
+    private void RecipeList_SelectionChanged(object? sender, SelectionChangedEventArgs e)
+    {
+        if (RecipeList.SelectedItem is RecipeItem item)
+        {
+            _recipeSelectionVm.SelectedRecipe = item.Recipe;
+            _tcs.TrySetResult(true);
+            Close();
+        }
+    }
+
+    private async void BtnCreateNew_Click(object? sender, global::Avalonia.Interactivity.RoutedEventArgs e)
+    {
+        var recipeName = await _recipeCreationTool.CreateRecipeAsync();
+        if (recipeName != null)
+        {
+            _recipeSelectionVm.SelectedRecipe = new RecipeData { RecipeName = recipeName };
+            _tcs.TrySetResult(true);
+            Close();
+        }
+    }
+
+    private record RecipeItem(RecipeData Recipe, Bitmap? Thumbnail);
+}
--- a/VisionBuilder.UI.Avalonia/Views/SingleCameraView.axaml
+++ b/VisionBuilder.UI.Avalonia/Views/SingleCameraView.axaml
@@ -0,0 +1,126 @@
+<UserControl xmlns="https://github.com/avaloniaui"
+             xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+             xmlns:converters="using:VisionBuilder.UI.Avalonia.Converters"
+             x:Class="VisionBuilder.UI.Avalonia.Views.SingleCameraView"
+             Background="White">
+
+    <UserControl.Resources>
+        <converters:MatToBitmapConverter x:Key="MatToBitmapConverter" />
+        <converters:BoolToVisibilityConverter x:Key="BoolToVis" />
+    </UserControl.Resources>
+
+    <Grid ColumnDefinitions="5*,1,2*,1,Auto,Auto">
+        <!-- Column 0: Preview -->
+        <Grid Grid.Column="0" RowDefinitions="Auto,*">
+            <TextBlock Grid.Row="0"
+                       x:Name="LblCameraName"
+                       Text="Camera"
+                       FontSize="16" FontWeight="SemiBold"
+                       HorizontalAlignment="Center"
+                       Margin="0,8,0,4" />
+
+            <Border Grid.Row="1" Margin="4"
+                    x:Name="PreviewBorder"
+                    BorderThickness="0"
+                    BorderBrush="Red">
+                <Image x:Name="PreviewImage"
+                       Stretch="Uniform" />
+            </Border>
+        </Grid>
+
+        <!-- Column 1: Divider -->
+        <Border Grid.Column="1" Background="#D32F2F" />
+
+        <!-- Column 2: Errors -->
+        <Grid Grid.Column="2" RowDefinitions="Auto,*">
+            <TextBlock Grid.Row="0"
+                       Text="Errors"
+                       FontSize="16"
+                       HorizontalAlignment="Center"
+                       Margin="0,8,0,4" />
+
+            <ScrollViewer Grid.Row="1" VerticalScrollBarVisibility="Auto">
+                <ItemsControl x:Name="ErrorsList">
+                    <ItemsControl.ItemsPanel>
+                        <ItemsPanelTemplate>
+                            <WrapPanel Orientation="Horizontal" />
+                        </ItemsPanelTemplate>
+                    </ItemsControl.ItemsPanel>
+                </ItemsControl>
+            </ScrollViewer>
+        </Grid>
+
+        <!-- Column 3: Divider -->
+        <Border Grid.Column="3" Background="#D32F2F" />
+
+        <!-- Column 4: Stats -->
+        <ScrollViewer Grid.Column="4" Width="220" VerticalScrollBarVisibility="Auto">
+            <StackPanel x:Name="StatsPanel" Margin="8,8,8,0" Spacing="2" />
+        </ScrollViewer>
+
+        <!-- Column 5: Action buttons (right side) -->
+        <StackPanel x:Name="ButtonsPanel" Grid.Column="5" Width="180" Margin="8" Spacing="6"
+                    VerticalAlignment="Top">
+            <Button x:Name="BtnSelectRecipe"
+                    Content="SELECT RECIPE"
+                    Height="60"
+                    HorizontalAlignment="Stretch"
+                    HorizontalContentAlignment="Center"
+                    VerticalContentAlignment="Center"
+                    FontSize="14" FontWeight="Bold"
+                    BorderBrush="#D32F2F"
+                    BorderThickness="2"
+                    Background="White"
+                    Foreground="#D32F2F" />
+            <Button x:Name="BtnStart"
+                    Content="START"
+                    Height="60"
+                    HorizontalAlignment="Stretch"
+                    HorizontalContentAlignment="Center"
+                    VerticalContentAlignment="Center"
+                    FontSize="14" FontWeight="Bold"
+                    Background="#D32F2F" Foreground="White" />
+            <Button x:Name="BtnStop"
+                    Content="STOP"
+                    Height="60"
+                    HorizontalAlignment="Stretch"
+                    HorizontalContentAlignment="Center"
+                    VerticalContentAlignment="Center"
+                    FontSize="14" FontWeight="Bold"
+                    Background="#D32F2F" Foreground="White" />
+            <Button x:Name="BtnPause"
+                    Content="PAUSE"
+                    Height="60"
+                    HorizontalAlignment="Stretch"
+                    HorizontalContentAlignment="Center"
+                    VerticalContentAlignment="Center"
+                    FontSize="14" FontWeight="Bold"
+                    BorderBrush="#D32F2F"
+                    BorderThickness="2"
+                    Background="White"
+                    Foreground="#D32F2F" />
+            <Button x:Name="BtnResume"
+                    Content="RESUME"
+                    Height="60"
+                    HorizontalAlignment="Stretch"
+                    HorizontalContentAlignment="Center"
+                    VerticalContentAlignment="Center"
+                    FontSize="14" FontWeight="Bold"
+                    BorderBrush="#D32F2F"
+                    BorderThickness="2"
+                    Background="White"
+                    Foreground="#D32F2F" />
+            <Button x:Name="BtnHotReload"
+                    Content="HOT RELOAD"
+                    Height="60"
+                    HorizontalAlignment="Stretch"
+                    HorizontalContentAlignment="Center"
+                    VerticalContentAlignment="Center"
+                    FontSize="14" FontWeight="Bold"
+                    BorderBrush="#D32F2F"
+                    BorderThickness="2"
+                    Background="White"
+                    Foreground="#D32F2F" />
+        </StackPanel>
+    </Grid>
+</UserControl>
--- a/VisionBuilder.UI.Avalonia/Views/SingleCameraView.axaml.cs
+++ b/VisionBuilder.UI.Avalonia/Views/SingleCameraView.axaml.cs
@@ -0,0 +1,415 @@
+using System.Collections.ObjectModel;
+using System.Collections.Specialized;
+using System.ComponentModel;
+using Avalonia;
+using Avalonia.Controls;
+using Avalonia.Controls.Primitives;
+using Avalonia.Input;
+using Avalonia.Layout;
+using Avalonia.Media;
+using Avalonia.Media.Imaging;
+using Avalonia.Threading;
+using OpenCvSharp;
+using VisionBuilder.UI.Avalonia.Services;
+using VisionBuilder.UI.Common;
+using VisionBuilder.UI.Common.ViewModel;
+using VisionBuilder.UI.Common.ViewModel.Classes;
+
+namespace VisionBuilder.UI.Avalonia.Views;
+
+public partial class SingleCameraView : UserControl
+{
+    private SingleCameraVM? _vm;
+    private ObservableCollection<ErrorData>? _subscribedErrors;
+    private readonly Dictionary<string, (TextBlock label, TextBlock value)> _statsFields = new();
+    private readonly Dictionary<string, Control> _dynamicButtonControls = new();
+
+    private const string StartedAtLabel = "Started at";
+    private const string ProcessingTimeLabel = "Processing time";
+    private const string BadLabel = "Bad";
+    private const string TotalLabel = "Total";
+    private const string ErrorRateLabel = "Error rate";
+    private const string DetailsLabel = "Details";
+
+    public SingleCameraView()
+    {
+        InitializeComponent();
+    }
+
+    public void SetViewModel(SingleCameraVM singleCameraVm)
+    {
+        _vm = singleCameraVm;
+        _vm.SynchronizationContext = SynchronizationContext.Current;
+
+        DataContext = _vm;
+
+        // Bind commands
+        BtnSelectRecipe.Click += async (_, _) => await _vm.SelectRecipe();
+        BtnStart.Click += (_, _) => _vm.StartCommand.Execute(null);
+        BtnStop.Click += (_, _) => _vm.StopCommand.Execute(null);
+        BtnPause.Click += (_, _) => _vm.PauseCommand.Execute(null);
+        BtnResume.Click += (_, _) => _vm.ResumeCommand.Execute(null);
+        BtnHotReload.Click += (_, _) => _vm.HotReloadCommand.Execute(null);
+
+        // Subscribe to VM property changes
+        _vm.PropertyChanged += Vm_PropertyChanged;
+        _vm.PreviewVm.PropertyChanged += PreviewVm_PropertyChanged;
+        _vm.StatisticsVm.PropertyChanged += StatisticsVm_PropertyChanged;
+
+        // Subscribe to errors collection
+        _subscribedErrors = _vm.ErrorsVm.Errors;
+        _subscribedErrors.CollectionChanged += Errors_CollectionChanged;
+
+        // Initial UI state
+        UpdateButtonVisibility();
+        UpdateCameraLabel();
+        InitializeStatsFields();
+
+        // Subscribe to dynamic buttons
+        _vm.DynamicButtons.CollectionChanged += DynamicButtons_CollectionChanged;
+        foreach (var btn in _vm.DynamicButtons)
+            AddDynamicButton(btn);
+    }
+
+    private void Vm_PropertyChanged(object? sender, PropertyChangedEventArgs e)
+    {
+        Dispatcher.UIThread.Post(() =>
+        {
+            switch (e.PropertyName)
+            {
+                case nameof(SingleCameraVM.CameraLabelAndStatus):
+                    UpdateCameraLabel();
+                    break;
+                case nameof(SingleCameraVM.CurrentRecipeName):
+                    BtnSelectRecipe.Content = _vm!.CurrentRecipeName.ToUpperInvariant();
+                    break;
+                case nameof(SingleCameraVM.CanStart):
+                case nameof(SingleCameraVM.CanStop):
+                case nameof(SingleCameraVM.CanPause):
+                case nameof(SingleCameraVM.CanResume):
+                case nameof(SingleCameraVM.CanHotReload):
+                case nameof(SingleCameraVM.RecipeNotSelected):
+                    UpdateButtonVisibility();
+                    break;
+            }
+        });
+    }
+
+    private void UpdateCameraLabel()
+    {
+        LblCameraName.Text = _vm?.CameraLabelAndStatus ?? "Camera";
+    }
+
+    private void UpdateButtonVisibility()
+    {
+        if (_vm == null) return;
+        BtnStart.IsVisible = _vm.CanStart;
+        BtnStop.IsVisible = _vm.CanStop;
+        BtnPause.IsVisible = _vm.CanPause;
+        BtnResume.IsVisible = _vm.CanResume;
+        BtnHotReload.IsVisible = _vm.CanHotReload;
+    }
+
+    private void PreviewVm_PropertyChanged(object? sender, PropertyChangedEventArgs e)
+    {
+        if (e.PropertyName == nameof(PreviewVM.ImagePreview))
+        {
+            Dispatcher.UIThread.Post(() =>
+            {
+                var mat = _vm?.PreviewVm.ImagePreview;
+                if (mat != null && !mat.Empty())
+                {
+                    PreviewImage.Source = ImageConverter.MatToAvaloniaBitmap(mat);
+                }
+
+                var isError = _vm?.PreviewVm.IsError ?? false;
+                PreviewBorder.BorderThickness = isError ? new Thickness(4) : new Thickness(0);
+            });
+        }
+    }
+
+    #region Statistics
+
+    private void InitializeStatsFields()
+    {
+        StatsPanel.Children.Clear();
+        _statsFields.Clear();
+        UpdateStat(StartedAtLabel, "");
+        UpdateStat(ProcessingTimeLabel, "");
+        UpdateStat(TotalLabel, "0");
+        UpdateStat(BadLabel, "0");
+        UpdateStat(ErrorRateLabel, "0");
+        UpdateStat(DetailsLabel, "");
+    }
+
+    private void StatisticsVm_PropertyChanged(object? sender, PropertyChangedEventArgs e)
+    {
+        Dispatcher.UIThread.Post(() =>
+        {
+            if (_vm == null) return;
+            var stats = _vm.StatisticsVm;
+            switch (e.PropertyName)
+            {
+                case nameof(StatisticsVM.SessionStarted):
+                    InitializeStatsFields();
+                    UpdateStat(StartedAtLabel, stats.SessionStarted);
+                    break;
+                case nameof(StatisticsVM.ProcessingTime):
+                    UpdateStat(ProcessingTimeLabel, stats.ProcessingTime);
+                    break;
+                case nameof(StatisticsVM.Bad):
+                    UpdateStat(BadLabel, stats.Bad.ToString());
+                    break;
+                case nameof(StatisticsVM.Total):
+                    UpdateStat(TotalLabel, stats.Total.ToString());
+                    break;
+                case nameof(StatisticsVM.ErrorRate):
+                    UpdateStat(ErrorRateLabel, stats.ErrorRate);
+                    break;
+                case nameof(StatisticsVM.StatisticsDetails):
+                    UpdateStat(DetailsLabel, stats.StatisticsDetails);
+                    break;
+            }
+        });
+    }
+
+    private void UpdateStat(string name, string text)
+    {
+        if (!_statsFields.ContainsKey(name))
+        {
+            var label = new TextBlock
+            {
+                Text = name + ":",
+                FontWeight = FontWeight.Bold,
+                FontSize = 12,
+                Margin = new Thickness(0, 6, 0, 0)
+            };
+            var value = new TextBlock
+            {
+                Text = text,
+                FontSize = 12,
+                TextWrapping = TextWrapping.Wrap,
+                Margin = new Thickness(0)
+            };
+            StatsPanel.Children.Add(label);
+            StatsPanel.Children.Add(value);
+            _statsFields[name] = (label, value);
+        }
+        else
+        {
+            _statsFields[name].value.Text = text;
+        }
+    }
+
+    #endregion
+
+    #region Errors
+
+    private void Errors_CollectionChanged(object? sender, NotifyCollectionChangedEventArgs e)
+    {
+        Dispatcher.UIThread.Post(() =>
+        {
+            switch (e.Action)
+            {
+                case NotifyCollectionChangedAction.Add:
+                    if (e.NewItems != null)
+                    {
+                        foreach (ErrorData error in e.NewItems)
+                            AddErrorThumbnail(error);
+                    }
+                    break;
+                case NotifyCollectionChangedAction.Remove:
+                    if (e.OldItems != null)
+                    {
+                        foreach (ErrorData error in e.OldItems)
+                            RemoveErrorThumbnail(error);
+                    }
+                    break;
+                case NotifyCollectionChangedAction.Reset:
+                    ErrorsList.ItemsSource = null;
+                    _errorControls.Clear();
+                    break;
+            }
+        });
+    }
+
+    private readonly Dictionary<ErrorData, Control> _errorControls = new();
+
+    private void AddErrorThumbnail(ErrorData errorData)
+    {
+        var panel = new StackPanel
+        {
+            Width = 183,
+            Margin = new Thickness(4),
+            Cursor = new Cursor(StandardCursorType.Hand)
+        };
+
+        Bitmap? thumbnail = null;
+        try
+        {
+            if (errorData.ImageAnalysis != null && !errorData.ImageAnalysis.Empty())
+            {
+                thumbnail = ImageConverter.MatToAvaloniaBitmap(
+                    errorData.ImageAnalysis.Resize(new OpenCvSharp.Size(183, 138)));
+            }
+        }
+        catch
+        {
+            // Ignore conversion errors
+        }
+
+        var image = new Image
+        {
+            Source = thumbnail,
+            Height = 138,
+            Stretch = Stretch.Uniform
+        };
+
+        var text = new TextBlock
+        {
+            Text = errorData.Title,
+            FontSize = 11,
+            HorizontalAlignment = global::Avalonia.Layout.HorizontalAlignment.Center,
+            TextTrimming = TextTrimming.CharacterEllipsis
+        };
+
+        panel.Children.Add(image);
+        panel.Children.Add(text);
+
+        panel.PointerPressed += (_, _) =>
+        {
+            _vm?.ErrorsVm.ShowImage(errorData);
+        };
+
+        _errorControls[errorData] = panel;
+
+        // Insert at the beginning (newest first)
+        if (ErrorsList.ItemsSource == null)
+        {
+            var items = new ObservableCollection<Control>();
+            ErrorsList.ItemsSource = items;
+        }
+
+        if (ErrorsList.ItemsSource is ObservableCollection<Control> collection)
+        {
+            collection.Insert(0, panel);
+        }
+    }
+
+    private void RemoveErrorThumbnail(ErrorData errorData)
+    {
+        if (_errorControls.TryGetValue(errorData, out var control))
+        {
+            if (ErrorsList.ItemsSource is ObservableCollection<Control> collection)
+            {
+                collection.Remove(control);
+            }
+            _errorControls.Remove(errorData);
+        }
+    }
+
+    #endregion
+
+    #region Dynamic Buttons
+
+    private void DynamicButtons_CollectionChanged(object? sender, NotifyCollectionChangedEventArgs e)
+    {
+        Dispatcher.UIThread.Post(() =>
+        {
+            switch (e.Action)
+            {
+                case NotifyCollectionChangedAction.Add:
+                    foreach (ButtonDefinition btn in e.NewItems!)
+                        AddDynamicButton(btn);
+                    break;
+                case NotifyCollectionChangedAction.Remove:
+                    foreach (ButtonDefinition btn in e.OldItems!)
+                        RemoveDynamicButton(btn);
+                    break;
+                case NotifyCollectionChangedAction.Reset:
+                    foreach (var ctrl in _dynamicButtonControls.Values)
+                        ButtonsPanel.Children.Remove(ctrl);
+                    _dynamicButtonControls.Clear();
+                    break;
+            }
+        });
+    }
+
+    private void AddDynamicButton(ButtonDefinition buttonDef)
+    {
+        Control control;
+        if (buttonDef.Type == EButtonType.Toggle)
+        {
+            var toggleBtn = new ToggleButton
+            {
+                Content = buttonDef.Title.ToUpperInvariant(),
+                Height = 60,
+                HorizontalAlignment = global::Avalonia.Layout.HorizontalAlignment.Stretch,
+                HorizontalContentAlignment = global::Avalonia.Layout.HorizontalAlignment.Center,
+                VerticalContentAlignment = global::Avalonia.Layout.VerticalAlignment.Center,
+                FontSize = 14,
+                FontWeight = FontWeight.Bold,
+                IsChecked = buttonDef.IsToggled,
+                IsVisible = buttonDef.IsVisible,
+                BorderBrush = new SolidColorBrush(Color.FromRgb(0xD3, 0x2F, 0x2F)),
+                BorderThickness = new Thickness(2),
+                Background = Brushes.White,
+                Foreground = new SolidColorBrush(Color.FromRgb(0xD3, 0x2F, 0x2F))
+            };
+            toggleBtn.Click += (_, _) => buttonDef.Execute();
+            buttonDef.PropertyChanged += (_, args) =>
+            {
+                Dispatcher.UIThread.Post(() =>
+                {
+                    if (args.PropertyName == nameof(ButtonDefinition.IsVisible))
+                        toggleBtn.IsVisible = buttonDef.IsVisible;
+                    else if (args.PropertyName == nameof(ButtonDefinition.IsToggled))
+                        toggleBtn.IsChecked = buttonDef.IsToggled;
+                });
+            };
+            control = toggleBtn;
+        }
+        else
+        {
+            var btn = new Button
+            {
+                Content = buttonDef.Title.ToUpperInvariant(),
+                Height = 60,
+                HorizontalAlignment = global::Avalonia.Layout.HorizontalAlignment.Stretch,
+                HorizontalContentAlignment = global::Avalonia.Layout.HorizontalAlignment.Center,
+                VerticalContentAlignment = global::Avalonia.Layout.VerticalAlignment.Center,
+                FontSize = 14,
+                FontWeight = FontWeight.Bold,
+                IsVisible = buttonDef.IsVisible,
+                BorderBrush = new SolidColorBrush(Color.FromRgb(0xD3, 0x2F, 0x2F)),
+                BorderThickness = new Thickness(2),
+                Background = Brushes.White,
+                Foreground = new SolidColorBrush(Color.FromRgb(0xD3, 0x2F, 0x2F))
+            };
+            btn.Click += (_, _) => buttonDef.Execute();
+            buttonDef.PropertyChanged += (_, args) =>
+            {
+                Dispatcher.UIThread.Post(() =>
+                {
+                    if (args.PropertyName == nameof(ButtonDefinition.IsVisible))
+                        btn.IsVisible = buttonDef.IsVisible;
+                });
+            };
+            control = btn;
+        }
+
+        ButtonsPanel.Children.Add(control);
+        _dynamicButtonControls[buttonDef.Key] = control;
+    }
+
+    private void RemoveDynamicButton(ButtonDefinition buttonDef)
+    {
+        if (_dynamicButtonControls.TryGetValue(buttonDef.Key, out var ctrl))
+        {
+            ButtonsPanel.Children.Remove(ctrl);
+            _dynamicButtonControls.Remove(buttonDef.Key);
+        }
+    }
+
+    #endregion
+}
--- a/VisionBuilder.UI.Avalonia/VisionBuilder.UI.Avalonia.csproj
+++ b/VisionBuilder.UI.Avalonia/VisionBuilder.UI.Avalonia.csproj
@@ -0,0 +1,21 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <PropertyGroup>
+    <TargetFramework>net8.0</TargetFramework>
+    <Nullable>enable</Nullable>
+    <ImplicitUsings>enable</ImplicitUsings>
+  </PropertyGroup>
+
+  <ItemGroup>
+    <PackageReference Include="Avalonia" Version="11.2.3" />
+    <PackageReference Include="Avalonia.Themes.Fluent" Version="11.2.3" />
+    <PackageReference Include="OpenCvSharp4" Version="4.10.0.20241108" />
+  </ItemGroup>
+
+  <ItemGroup>
+    <ProjectReference Include="..\framework\Inspectron.Settings\Inspectron.Settings.csproj" />
+    <ProjectReference Include="..\framework\Inspectron.Settings.Avalonia\Inspectron.Settings.Avalonia.csproj" />
+    <ProjectReference Include="..\VisionBuilder.UI.Common\VisionBuilder.UI.Common.csproj" />
+  </ItemGroup>
+
+</Project>
--- a/VisionBuilder.UI.Blazor.Uno/Components/Layout/MainLayout.razor.cs
+++ b/VisionBuilder.UI.Blazor.Uno/Components/Layout/MainLayout.razor.cs
@@ -47,6 +47,7 @@ public partial class MainLayout : IDisposable
    };

    private MudTheme _currentTheme = null!;
+    private bool _disposed;

    protected override void OnInitialized()
    {
@@ -71,6 +72,7 @@ public partial class MainLayout : IDisposable

    private async void OnPropertyChanged(object? sender, PropertyChangedEventArgs e)
    {
+        if (_disposed) return;
        if (e.PropertyName == nameof(MainWindowVM.TestMode))
        {
            _testMode = MainWindowVm.TestMode;
@@ -98,6 +100,7 @@ public partial class MainLayout : IDisposable

    public void Dispose()
    {
+        _disposed = true;
        MainWindowVm.PropertyChanged -= OnPropertyChanged;
    }
 }
--- a/VisionBuilder.UI.Blazor.Uno/Program.cs
+++ b/VisionBuilder.UI.Blazor.Uno/Program.cs
@@ -4,6 +4,7 @@ using MudBlazor.Services;
 using Ninject;
 using Ninject.Extensions.ChildKernel;
 using VisionBuilder.UI.Blazor;
+using VisionBuilder.UI.Camera;
 using VisionBuilder.UI.Common;
 using VisionBuilder.UI.Common.Plugins;
 using VisionBuilder.UI.Common.Processing;
@@ -25,12 +26,13 @@ builder.Services.AddMudServices();
 // Parse command line args
 CommandLineParser commandLineParser = new CommandLineParser(args);

+var profile = commandLineParser.GetStringArgument("profile", 'p');
+
 // Setup settings
-InspectronSettings settings = new InspectronSettings("..\\Data\\Config");
+InspectronSettings settings = new InspectronSettings(Path.Combine("..", "Data", "Config"), profile);

 var mainKernel = VisionBuilder.UI.Common.VisionBuilder.CreateMainKernel(settings);

-var profile = commandLineParser.GetStringArgument("profile", 'p');
 mainKernel.UsePlugins(profile);

 mainKernel
--- a/VisionBuilder.UI.Blazor.Uno/VisionBuilder.UI.Blazor.Uno.csproj
+++ b/VisionBuilder.UI.Blazor.Uno/VisionBuilder.UI.Blazor.Uno.csproj
@@ -1,4 +1,4 @@
-<Project Sdk="Microsoft.NET.Sdk.Web">
+<Project Sdk="Microsoft.NET.Sdk.Web">

  <PropertyGroup>
    <TargetFramework>net8.0</TargetFramework>
@@ -16,12 +16,12 @@
  <ItemGroup>
    <PackageReference Include="MudBlazor" Version="8.0.0" />
    <PackageReference Include="Ninject.Extensions.ChildKernel" Version="3.3.0" />
-    <PackageReference Include="OpenCvSharp4.runtime.win" Version="4.6.0.20220608" />
+    <PackageReference Include="OpenCvSharp4.runtime.win" Version="4.10.0.20241108" />
+    <PackageReference Include="swety.OpenCvSharp4.runtime.linux-arm64" Version="4.10.0.20241108" />
  </ItemGroup>

  <ItemGroup>
    <ProjectReference Include="..\framework\Inspectron.Settings\Inspectron.Settings.csproj" />
-    <ProjectReference Include="..\Hawkeye.VisionBuilder.UI.Sources.Emulation\Hawkeye.VisionBuilder.UI.Sources.Emulation.csproj" />
    <ProjectReference Include="..\VisionBuilder.UI.Camera\VisionBuilder.UI.Camera.csproj" />
    <ProjectReference Include="..\VisionBuilder.UI.Common\VisionBuilder.UI.Common.csproj" />
    <ProjectReference Include="..\VisionBuilder.UI.Console\VisionBuilder.UI.Console.csproj" />
--- a/VisionBuilder.UI.Blazor.Uno/dotnet-tools.json
+++ b/VisionBuilder.UI.Blazor.Uno/dotnet-tools.json
@@ -0,0 +1,13 @@
+{
+  "version": 1,
+  "isRoot": true,
+  "tools": {
+    "dotnet-ef": {
+      "version": "10.0.5",
+      "commands": [
+        "dotnet-ef"
+      ],
+      "rollForward": false
+    }
+  }
+}
--- a/VisionBuilder.UI.Blazor/Components/ErrorPreview.razor.cs
+++ b/VisionBuilder.UI.Blazor/Components/ErrorPreview.razor.cs
@@ -12,6 +12,7 @@ public partial class ErrorPreview : ComponentBase, IDisposable

    private List<ErrorData> _errors = new();
    private ErrorsVM? _subscribedVm;
+    private bool _disposed;

    protected override void OnParametersSet()
    {
@@ -41,6 +42,7 @@ public partial class ErrorPreview : ComponentBase, IDisposable

    private async void OnCollectionChanged(object? sender, NotifyCollectionChangedEventArgs e)
    {
+        if (_disposed) return;
        if (ViewModel != null)
            _errors = new List<ErrorData>(ViewModel.Errors);
        await InvokeAsync(StateHasChanged);
@@ -54,6 +56,7 @@ public partial class ErrorPreview : ComponentBase, IDisposable

    public void Dispose()
    {
+        _disposed = true;
        Unsubscribe();
    }
 }
--- a/VisionBuilder.UI.Blazor/Components/PreviewWindow.razor.cs
+++ b/VisionBuilder.UI.Blazor/Components/PreviewWindow.razor.cs
@@ -15,6 +15,7 @@ public partial class PreviewWindow : ComponentBase, IDisposable
    private DateTime _lastRenderTime = DateTime.MinValue;
    private Timer? _pendingTimer;
    private PreviewVM? _subscribedVm;
+    private bool _disposed;

    protected override void OnParametersSet()
    {
@@ -69,6 +70,8 @@ public partial class PreviewWindow : ComponentBase, IDisposable

    private async Task RenderCurrentFrame()
    {
+        if (_disposed) return;
+
        _lastRenderTime = DateTime.UtcNow;

        var mat = ViewModel?.ImagePreview;
@@ -88,6 +91,7 @@ public partial class PreviewWindow : ComponentBase, IDisposable

    public void Dispose()
    {
+        _disposed = true;
        _pendingTimer?.Dispose();
        Unsubscribe();
    }
--- a/VisionBuilder.UI.Blazor/Components/SingleCameraControl.razor
+++ b/VisionBuilder.UI.Blazor/Components/SingleCameraControl.razor
@@ -33,46 +33,41 @@
                           OnClick="@OnSelectRecipe">
                    @_currentRecipeName
                </MudButton>
-                @if (_canStart)
-                {
                <MudButton Variant="Variant.Filled" Color="Color.Primary" FullWidth="true"
                           Class="camera-btn"
+                           Style="@(_canStart ? null : "display:none")"
+                           Disabled="@(!_canStart)"
                           OnClick="@OnStart">
                    Start
                </MudButton>
-                }
-                @if (_canStop)
-                {
                <MudButton Variant="Variant.Filled" Color="Color.Primary" FullWidth="true"
                           Class="camera-btn"
+                           Style="@(_canStop ? null : "display:none")"
+                           Disabled="@(!_canStop)"
                           OnClick="@OnStop">
                    Stop
                </MudButton>
-                }
-                @if (_showPauseButton && _canPause)
-                {
                <MudButton Variant="Variant.Outlined" Color="Color.Primary" FullWidth="true"
                           Class="camera-btn"
+                           Style="@(_showPauseButton && _canPause ? null : "display:none")"
+                           Disabled="@(!_canPause)"
                           OnClick="@OnPause">
                    Pause
                </MudButton>
-                }
-                @if (_showPauseButton && _canResume)
-                {
                <MudButton Variant="Variant.Outlined" Color="Color.Primary" FullWidth="true"
                           Class="camera-btn"
+                           Style="@(_showPauseButton && _canResume ? null : "display:none")"
+                           Disabled="@(!_canResume)"
                           OnClick="@OnResume">
                    Resume
                </MudButton>
-                }
-                @if (_canHotReload)
-                {
                <MudButton Variant="Variant.Outlined" Color="Color.Primary" FullWidth="true"
                           Class="camera-btn"
+                           Style="@(_canHotReload ? null : "display:none")"
+                           Disabled="@(!_canHotReload)"
                           OnClick="@OnHotReload">
                    Hot Reload
                </MudButton>
-                }
            </div>
        </div>
    </div>
--- a/VisionBuilder.UI.Blazor/Components/SingleCameraControl.razor.cs
+++ b/VisionBuilder.UI.Blazor/Components/SingleCameraControl.razor.cs
@@ -18,6 +18,7 @@ public partial class SingleCameraControl : ComponentBase, IDisposable
    private bool _canHotReload;
    private bool _showPauseButton;
    private SingleCameraVM? _subscribedVm;
+    private bool _disposed;

    protected override void OnParametersSet()
    {
@@ -61,6 +62,7 @@ public partial class SingleCameraControl : ComponentBase, IDisposable

    private async void OnPropertyChanged(object? sender, PropertyChangedEventArgs e)
    {
+        if (_disposed) return;
        UpdateState();
        await InvokeAsync(StateHasChanged);
    }
@@ -103,6 +105,7 @@ public partial class SingleCameraControl : ComponentBase, IDisposable

    public void Dispose()
    {
+        _disposed = true;
        Unsubscribe();
    }
 }
--- a/VisionBuilder.UI.Blazor/Components/Stats.razor.cs
+++ b/VisionBuilder.UI.Blazor/Components/Stats.razor.cs
@@ -17,6 +17,7 @@ public partial class Stats : ComponentBase, IDisposable
    private string _errorRate = "";
    private string _statisticsDetails = "";
    private StatisticsVM? _subscribedVm;
+    private bool _disposed;

    protected override void OnParametersSet()
    {
@@ -43,6 +44,8 @@ public partial class Stats : ComponentBase, IDisposable

    private async void OnPropertyChanged(object? sender, PropertyChangedEventArgs e)
    {
+        if (_disposed) return;
+
        _sessionStarted = ViewModel?.SessionStarted ?? "";
        _recipeName = ViewModel?.RecipeName ?? "";
        _processingTime = ViewModel?.ProcessingTime ?? "";
@@ -57,6 +60,7 @@ public partial class Stats : ComponentBase, IDisposable

    public void Dispose()
    {
+        _disposed = true;
        Unsubscribe();
    }
 }
--- a/VisionBuilder.UI.Blazor/Dialogs/ImagePreviewDialog.razor
+++ b/VisionBuilder.UI.Blazor/Dialogs/ImagePreviewDialog.razor
@@ -48,14 +48,24 @@
    [CascadingParameter] private IMudDialogInstance MudDialog { get; set; } = null!;
    [Parameter] public ErrorPreviewVM? ViewModel { get; set; }

+    private ErrorPreviewVM? _subscribedVm;
+    private bool _disposed;
+
    protected override void OnParametersSet()
    {
+        if (_subscribedVm != ViewModel)
+        {
+            if (_subscribedVm != null)
+                _subscribedVm.PropertyChanged -= OnPropertyChanged;
+            _subscribedVm = ViewModel;
            if (ViewModel != null)
                ViewModel.PropertyChanged += OnPropertyChanged;
        }
+    }

    private async void OnPropertyChanged(object? sender, System.ComponentModel.PropertyChangedEventArgs e)
    {
+        if (_disposed) return;
        await InvokeAsync(StateHasChanged);
    }

@@ -72,7 +82,8 @@

    public void Dispose()
    {
-        if (ViewModel != null)
-            ViewModel.PropertyChanged -= OnPropertyChanged;
+        _disposed = true;
+        if (_subscribedVm != null)
+            _subscribedVm.PropertyChanged -= OnPropertyChanged;
    }
 }
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
EugeneTes	8704d0b5ac	2.0.15 profile influences configuration	2026-05-15 11:54:36 +02:00
EugeneTes	2be13501fa	histogram implemented	2026-04-08 13:10:34 +02:00
EugeneTes	931de47164	cell histogram	2026-04-07 14:52:20 +02:00
EugeneTes	371436d0c3	re-render frame on active calibration	2026-04-07 10:10:58 +02:00
EugeneTes	bb861834fd	settings for avalonia libcamera bugfix	2026-04-01 14:05:37 +02:00
EugeneTes	1032a5a28c	avalonia structure refactoring	2026-04-01 09:34:02 +02:00
EugeneTes	1c7a4abd5c	leerform recipe subsystem created	2026-03-31 13:26:26 +02:00
EugeneTes	4bd117af47	plugin system docs custom buttons for plugins calibration functions for Leeform	2026-03-30 16:15:47 +02:00
EugeneTes	a1838cafeb	opencv 4.10	2026-03-24 11:57:27 +01:00
EugeneTes	34b74ecdcd	path fix	2026-03-23 10:30:30 +01:00